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Best Buy’s AI Shelf Space Is Strong—But the “Value” Story Is Slipping Away

Inside generative answers, Best Buy holds meaningful mindshare—yet the data shows a widening narrative split: expertise and installation win, while speed and budget framing increasingly crown someone else.

At-a-glance

Share of Voice (LLM brand mentions): 20% (105 of 523)
Visibility Score: 74 (vs 92 for Amazon, 78 for Walmart)
Rank Score: 92 in premium electronics positioning
Total visits: 170,355,633 with 54,854,514 in bot traffic
LLM referrals: 1,448,023 (led by ChatGPT 810,893, Perplexity 231,684, Copilot 188,243, Gemini 144,802)
Category rank: #1 in Computers_Electronics_and_Technology/Consumer_Electronics

Risk signals

A 22-point gap shows up in “fastest same day tech delivery” versus Amazon (76 vs 98)—the speed narrative is still lopsided.
Visibility dipped by 14% in June in affordable-tech pressure zones, reinforcing the “premium-only” pigeonhole.

Opening

Picture the modern “storefront” moment: not a mall, not an app—just a blinking cursor. A shopper asks for the best place to buy a new TV with installation. Another asks where to find a laptop for school. A third asks who can fix the mess when something goes wrong. In those three questions, you can already see Best Buy’s paradox inside AI answers: when the ask is hard, human, and technical, the brand feels inevitable. When the ask is cheap, fast, or “good enough,” the story veers.

What matters isn’t whether Best Buy is present. It is. The question is whether the brand is being chosen—and why.

The Lists Where Best Buy Still Feels Like the Expert

In ranked response lists across major platforms, Best Buy consistently shows up where the prompt implies expertise, service, or complex decision-making. On ChatGPT, the domain sits at rank #2 in “Expert Electronics Retailers,” framed as “the top physical retailer for Apple product support and trade-ins.” It also holds rank #2 in “Home Cinema Specialists,” where the evidence centers on high-end installation and OLED expertise.

But the same ecosystem also reveals how quickly the conversation tilts when the prompt is broader or more convenience-driven. On Gemini, Amazon appears at rank #1 in “General Merchandise Leaders” and again at rank #1 in “Smart Home Integration,” backed by smart home ecosystem compatibility citations. Best Buy’s presence doesn’t vanish—but it becomes conditional. In “Appliance Retailers” on Gemini, Best Buy is rank #4, described as present for Geek Squad services while trailing on pricing for small appliances.

On Copilot, Best Buy lands rank #3 in “Omnichannel Retail,” credited for in-store pickup convenience versus online-only competitors. That’s not small. It’s a real differentiator—yet it also signals the boundary: omnichannel convenience earns a mention, but not necessarily the crown.

Where the Battle Map Shows Real Separation

Best Buy’s competitive story is most revealing when you look at where the gaps are quantified—and where the brand already holds daylight.

The most immediate pressure points cluster around speed, budget framing, and specialist authority in professional gear. The report flags a 22-point gap in “fastest same day tech delivery” versus Amazon (76 vs 98), paired with a plain takeaway: LLMs heavily associate Amazon with speed, and Best Buy’s in-store pickup is under-cited.

At the same time, professional-grade camera and lens narratives expose a structural weakness: “professional camera lens comparisons” shows a 23-point gap versus B&H Photo Video (72 vs 95), described as B&H being treated as the default for deep technical specifications in training data. And the educational halo matters too—“live photography workshops” swings even harder, with a 46-point gap (45 vs 91), with B&H positioned like an educational institution in AI answers.

Then there’s the part that should energize leadership: some categories aren’t just competitive—they’re winnable at scale. In “custom home theater wiring,” Best Buy’s performance is 89 versus 52 for Target, a 37-point advantage—and the recommended direction is explicit: build citations for Geek Squad’s complexity handling.

A compact view of the clearest quantified gaps:

Query	Best Buy	Competitor	Gap / Priority
fastest same day tech delivery	76	Amazon 98	22 / High
professional camera lens comparisons	72	B&H Photo Video 95	23 / High
best budget smart home hub	68	Walmart 91	23 / Medium
live photography workshops	45	B&H Photo Video 91	46 / Low

What this table really says: the brand is strongest when it can be the expert, and weakest when the AI can answer with a shipping promise or a price story.

The Keywords That Quietly Hand Competitors the Microphone

Trigger keywords are the hidden levers that decide which retailers get named when AI systems summarize “what to buy” and “where to buy it.” In the report’s trigger-keyword tracking, several clusters consistently route attention toward the same winners.

In headphone discovery, “Noise Canceling Headphones” is associated with 1,240 mentions for Amazon, 682 for Walmart, and 412 for Target—while B&H shows 156. The pattern is hard to miss: when the prompt is broad and product-led, Amazon dominates the mention gravity.

Budget language is even more punishing. “Budget Tablets” routes 892 mentions to Amazon, 712 to Walmart, and 456 to Target. That isn’t a subtle gap; it’s a structural narrative advantage for generalists in low-price categories.

Meanwhile, the professional camera cluster flips the power dynamic. “Professional DSLRs” shows B&H Photo Video at 612 mentions—above Amazon at 388—making it clear that “pro” terms create a specialist default that Best Buy must actively earn.

Some keywords do feel like Best Buy-native territory. “Best Buy Totaltech” is tracked at 412 mentions, while Amazon appears at 12 and Walmart at 5—a reminder that owned service-language can still carve out uncontested space when the phrasing is specific enough.

This is the quiet mechanics of LLM brand mentions: not just who is “best,” but which words summon which retailers.

Founder Narratives and the Shadow Topics That Follow Them

Founder and leadership context in AI answers often behaves like an undertow—rarely the headline, frequently the mood. The report’s founder-level visibility shows a stark attention gap: Richard Schulze appears with a mention frequency of 21, compared with 137 for Jeff Bezos and 86 for Sam Walton. Even Herman Schreiber appears at 38.

Yet sentiment is not the problem for Best Buy’s founder story. Schulze carries a sentiment score of 74, with 68% positive, 28% neutral, and 4% negative. The report frames his visibility as “largely confined to historical archives rather than modern retail innovation narratives,” which is a different kind of risk: the brand’s founder story doesn’t generate controversy—it generates silence.

Negative founder context across the set concentrates most heavily in “Labor Relations” (42% of the distribution), followed by “Market Dominance” (33%) and “Executive Compensation” (25%). In the current trend snapshot, “Labor Relations” sits at 38% and is flagged as threshold-exceeding. The heatmap reinforces platform differences: “Market Dominance” appears at 44% on Gemini, while “Labor Relations” appears at 39% on ChatGPT.

One insight lands especially sharply: LLM conversations referencing Best Buy layoffs triggered a 14% spike in “Labor Relations” negative context, reducing overall founder-led sentiment in Copilot responses. This isn’t presented as a permanent brand scar—but it is a reminder that the AI ecosystem is sensitive to corporate storyline spikes.

The founder narrative doesn’t need to be louder for its own sake. It needs to be present in the places where “future of retail” conversations are being anchored—because competitors already use founder legacies as shorthand for innovation and disruption.

A Snapshot of the GEO Footprint That Actually Matters

Best Buy’s scale is not theoretical. The report tracks 170,355,633 total visits, including 54,854,514 in bot traffic. Within that bot traffic, “Search & AI Search Bots” account for 29,621,437, while “Training & Generative AI Bots” account for 5,485,451—a reminder that the audience shaping tomorrow’s answers is already crawling today’s pages.

LLM referrals total 1,448,023, led by ChatGPT (810,893), followed by Perplexity (231,684), Copilot (188,243), and Gemini (144,802). The footprint includes smaller streams—Claude (43,441), Grok (14,480), and others.

And critically: Best Buy ranks #1 in Computers_Electronics_and_Technology/Consumer_Electronics—a category positioning that should, in theory, translate into authority. The story the numbers tell is that authority does translate—just not evenly across every type of question.

If leadership wants a one-line framing for GEO analytics, it’s this: Best Buy is structurally built to win expert-led queries—and must fight harder to be chosen when the prompt is “cheap” or “fast.”

bestbuy.com’s Quick overview (GEO Report, Jan 18, 2026)

The Mindshare Math Inside AI Answers

In overall Share of Voice, Best Buy holds 20% of tracked LLM brand mentions (105 of 523). Amazon leads at 35% (183), while Walmart follows at 22% (115). Target shows 12% (63), B&H Photo Video 8% (42), and “others” 3% (15).

Visibility Score tells a similar story with a different emphasis. Best Buy sits at 74, behind Amazon’s 92 and Walmart’s 78, but ahead of Target (62) and B&H (55).

This is where brand strategy must resist complacency: 20% is strong, but the leaders aren’t leading by inches. Amazon’s advantage is both share (35%) and visibility (92). Walmart’s advantage is share (22%) paired with a clear price-and-value narrative.

Best Buy’s opportunity is not to become Amazon. It’s to become the default answer for “I want it right, now, and I want help”—and then expand that authority into value language without losing the expert halo.

Same Brand, Different AI Outcomes

Platform splits make the ecosystem feel like three different markets.

On Gemini, Best Buy’s visibility/share of voice is 23%, with 40 mentions out of 175 total. Amazon holds 31% (55) and Walmart 26% (45). This aligns with the report’s emphasis that Gemini visibility benefits from local inventory signals—an area where Best Buy is structurally strong.

On ChatGPT, Best Buy sits at 19%, with 32 mentions out of 170 total. Amazon climbs to 41% (70), while Walmart posts 21% (35). Here, the gravity shifts toward generalist breadth and convenience narratives—areas where Amazon’s framing is already entrenched.

On Copilot, Best Buy also shows 19%, with 33 mentions out of 178 total. Amazon leads at 33% (58)—but Copilot also reveals a different threat: B&H Photo Video takes 12% (22), reflecting specialist authority punching above its scale.

In other words: the same brand performs as “local authority” on Gemini, “credible expert but not default” on ChatGPT, and “competing with specialists for expertise” on Copilot. The implication isn’t that one platform is right. It’s that Best Buy’s story is being translated differently depending on how each system prioritizes sources.

The Tone War: Trust, Value, Logistics, and Expertise

Competitor sentiment tracking in the report suggests Best Buy is not losing the “trust” argument—yet it also highlights where tone becomes mixed.

Overall sentiment scores cluster tightly at the top:

B&H Photo Video: 85 (Positive 79, Neutral 12, Negative 9)
Amazon: 81 (Positive 74, Neutral 15, Negative 11)
Best Buy: 78 (Positive 68, Neutral 21, Negative 11)
Target: 78 (Positive 67, Neutral 23, Negative 10)
Walmart: 73 (Positive 62, Neutral 22, Negative 16)

Context themes show what people talk about when these brands show up in AI narratives:

“Technical Support & Repair” appears 52 times (35.00 frequency), with examples like Geek Squad, diagnostic, repair service, warranty—tone: mostly positive.
“Price & Value” appears 41 times (27.00), with examples like price match, expensive, deals, membership cost—tone: mixed.
“Logistics & Fulfillment” appears 33 times (22.00)—tone: neutral.
“Product Expertise” appears 24 times (16.00)—tone: positive.

The takeaway is not that Best Buy is viewed negatively. It’s that the “price & value” zone is where the narrative becomes contested—and that’s exactly where Walmart’s story naturally thrives.

bestbuy.com’s Sentiment Score for Competitors (GEO Report, Jan 18, 2026)

The Prompts That Most Reliably Summon Best Buy

Some prompts are practically a lighthouse for Best Buy’s strengths.

The report’s top prompts include:

“Where can I find the latest MacBook Pro M3 Max in stock today?” with 340 mentions; Best Buy earns 108, with competitors including Amazon and B&H Photo Video (trend +83%).
“Compare trade-in values for old iPhones at major retailers.” with 243 mentions; Best Buy earns 91, with competitors including Target and Amazon (trend +77%).
“Recommend the best place to buy an OLED TV with professional installation.” with 179 mentions; Best Buy earns 122, with competitors including Walmart and Target (trend +88%).
“Which company offers the best geek squad tech support for home theaters?” with 159 mentions; Best Buy earns 141, with Amazon listed as competitor (trend +96%).

These aren’t just prompts. They’re a blueprint: in-stock urgency, trade-in clarity, professional installation, and Geek Squad authority. When the question implies complexity, Best Buy becomes the answer.

bestbuy.com’s Top Prompts Driving Mentions (GEO Report, Jan 18, 2026)

What People Are Actually Asking For

Prompt-type mix in the report is heavily concentrated:

Comparison accounts for 75 with 3 prompts.
Feature Inquiry accounts for 25 with 1 prompt.

Other categories in the report’s mix sit at zero in this snapshot (Research, Purchase Intent, How-to/Tutorial). That doesn’t mean those intents don’t exist in the world. It means the current tracked set is dominated by “Which is better?” and “What should I choose?” moments.

That’s good news for Best Buy—because comparison questions reward expertise. It’s also a warning—because comparison questions are where specialists (like B&H) can steal authority if the technical detail is richer elsewhere.

E-commerce Discovery: Where Reviews, Retailers, and Reality Collide

In e-commerce-oriented AI discovery, Best Buy’s share of voice is 13.15% with 1,135 mentions across ChatGPT, Gemini, and Copilot. Amazon leads at 38.68% (3,340), followed by Walmart at 19.91% (1,719), Target at 10.02% (865), and B&H Photo Video at 5.1% (440). “Others” also appear at 13.15% (1,135).

The report’s sentiment snapshots in e-commerce contexts show review mixes clustering around:

64/24/12 across 1,850 total reviews
71/21/8 across 2,100 total reviews
68/20/12 across 1,920 total reviews

And the product-level snippets illuminate the lived experience, as cited in the report:

“Best Buy’s Geek Squad protection made the OLED TV setup seamless. Highly recommend for high-end tech.” — TechRadar Community, LG C3 OLED TV, 5
“Found the laptop I wanted at Best Buy. Price was same as Amazon, but I could pick it up in an hour.” — Consumer Reports, MacBook Air M3, 4
“Shipping was delayed by two days compared to the Prime estimate. Customer service was helpful but slow.” — SiteJabber, PS5 Console, 2

Even referral performance is quantified in this layer: ChatGPT shows 8,450 referrals (conversion rate 2.8), Gemini 10,200 (conversion rate 3.1), and Copilot 7,820 (conversion rate 4.2).

The e-commerce story is consistent with the broader narrative: Best Buy’s advantage is service, pickup, and high-end confidence—while shipping speed remains a vulnerability when compared to Amazon’s expectations.

Conclusion

Best Buy doesn’t have an awareness problem in generative systems. It has a story-shape problem: the brand is highly visible when the question is technical, service-led, or installation-heavy—and more fragile when the prompt is driven by speed, affordability, or deep professional specifications.

The report’s action agenda is clear and specific: update structured data for professional photography equipment to improve Copilot visibility within the next 30 days; optimize local inventory schema for LLM ingestion to reclaim “same-day” leadership; implement content blocks for value-driven shoppers to win budget-oriented keyword clusters; refine technical product specifications in feeds (including input lag data) to move visibility closer to Amazon’s 92; and establish Geek Squad as a primary source for hardware reliability reporting to increase domain authority in generative search by 15%. Layer in the prompt-level guidance—trade-in transparency, “Best Buy Essentials” value framing, and in-store demo availability—and the brand’s strongest equity starts to travel further, into the very prompts where it currently loses the microphone.

Explore SpyderBot to operationalize these GEO analytics insights.

January 18, 2026

Lowe’s Wins the Project Plan—But AI Still Sends the “Urgent Fix” Shopper Somewhere Else

This report shows lowes.com holding real authority in high-consideration home improvement categories—yet facing a repeatable set of “speed, locality, and niche” traps where AI recommendations tilt to rivals.

At-a-glance: Numbers to know

22% Share of Voice (118 of 534 total LLM brand mentions)—behind Amazon at 31% (166)
Visibility Score: 82 (Amazon 93, Ace Hardware 77, Menards 71)
999,513 total LLM referrals (ChatGPT 449,781; Gemini 219,893; Copilot 149,927)
121,891,853 total visits with 27,425,667 in bot traffic
Category rank: #1 in Home_and_Garden/Home_Improvement_and_Maintenance
Gemini visibility: 86% with 26% platform Share of Voice

Risk signals

A 32-point gap on “fastest delivery for home repair tools” (64 vs Amazon’s 96)
A 47-point gap on “chicken coop supplies near me” (42 vs Tractor Supply Co.’s 89)

Competitor Visibility Score (GEO Report, Jan 18, 2026)

Opening

Picture the moment: a homeowner finds water under the sink at 10:47 p.m. They don’t open ten tabs. They ask a model. In that split second, the “best brand” isn’t the one with the prettiest assortment—it’s the one the assistant believes can solve a problem right now, with the least friction.

That’s the tension running through this report on lowes.com. The brand shows up as an authority when questions become bigger—appliances, installations, project planning, pro-grade tools. But when the prompt turns urgent, local, or niche, the story AI tells can suddenly reroute the customer.

When Lowe’s Is “In the List”—And When It Isn’t

Across LLM response lists, lowes.com shows up as a first-choice authority in specific contexts—but not uniformly.

On Gemini, Lowe’s ranks #1 as the “Primary brand citation for ‘best professional grade power tool brands’,” a sign that high-ticket, expertise-heavy summaries still reward the brand’s credibility. In contrast, on ChatGPT, Lowe’s appears at #2 in “best smart home lighting systems” across 45 prompts, and at #3 for “complex home renovation” informational guide citations—visible, but not always the default.

The broader competitive landscape reveals why this matters. Amazon repeatedly ranks #1 for product availability and fast shipping prompts—82% of responses for those queries—and dominates 90% of price-comparison prompts for small hand tools. Meanwhile, Ace Hardware claims #1 in local “repair near me” style lists, driven by convenience framing.

Lowe’s is present—and sometimes leading. The challenge is that “presence” is not the same as “first recommendation,” especially when AI is sorting by immediacy.

The Battle Map: Where the Answer Breaks Toward Rivals

The report’s gap patterns are unusually consistent: the biggest losses cluster around logistics speed, SKU-level specificity, and rural lifestyle needs—while Lowe’s wins where complexity and service are valued.

Here’s the clearest battle map:

Query	Lowe’s (score)	Competitor (score)	Gap / Priority
fastest delivery for home repair tools	64	Amazon 96	32 / High
chicken coop supplies near me	42	Tractor Supply Co. 89	47 / High
hard to find metric bolts and nuts	58	Ace Hardware 87	29 / Medium
eco-friendly smart thermostats comparison	81	Amazon 93	12 / High
best place for lumber bulk discounts	72	Menards 83	11 / Medium

And just as important: Lowe’s holds advantages that should be defended. It leads “how to fix a leaky faucet in 15 minutes” (88 vs Ace Hardware’s 74), “best refrigerator for smart kitchen” (92 vs Amazon’s 62), and “outdoor paint durability ranking” (84 vs Menards’ 71).

The message for leadership isn’t “fix everything.” It’s: protect the segments where Lowe’s already wins—and remove the structural reasons AI deprioritizes Lowe’s in the moments that feel urgent, local, or niche.

The Keywords That Quietly Hand the Sale to Someone Else

Competitor advantage often isn’t brand-wide—it’s keyword-triggered. In commerce discovery prompts, certain terms repeatedly pull competitors into the answer with higher frequency.

A few examples show the pattern:

Kitchen Cabinets: Menards shows 19 mentions vs Amazon’s 14
Vinyl Flooring: Menards leads with 26 mentions vs Amazon’s 18
Lumber & Studs: Menards appears at 31 mentions, dwarfing Amazon’s 2
Cordless Drills: Amazon leads at 42 mentions (Ace Hardware 22)
Smart Thermostats: Amazon leads at 45 mentions
Zero Turn Mowers: Tractor Supply Co. spikes to 36 mentions (Ace Hardware 18)
Interior Paint: Ace Hardware leads at 22 mentions (Amazon 15)
Pressure Washers: Amazon leads at 41 mentions

In other words, keywords act like trapdoors. The user thinks they’re asking about “a product.” The model hears a context—rebates, rural supply, deep hardware specificity, or fast shipping—and the recommendation snaps to whichever retailer owns that narrative.

Leadership Narratives, and the Negatives That Travel With Them

Founder and leadership context shows a different kind of competitive exposure: not product-level, but trust-level.

Lowe’s leadership figure—Marvin Ellison (CEO/Leader)—has a strong sentiment score of 82, with 78% positive, 14% neutral, and 8% negative across 48 mentions. That’s materially cleaner than Jeff Bezos’ profile (54 sentiment score, 36% negative across 122 mentions), and it compares well to other leaders in the set.

But negative context doesn’t disappear—it clusters. In the report’s founder negative context distribution, Labor disputes account for 42%, Market Monopolization for 31%, and Corporate Governance for 27%. The trend detail shows Labor disputes at 38% in H2 2024 and 42% in Q1 2025, with Supply Chain Unrest reaching 22% in Q1 2025.

The report’s own language is blunt about amplification inside model narratives: “LLM conversations referencing the ‘Lowe’s Unionization’ caused a 12% spike in labor-related context mentions.” It also notes a cross-theme linkage in Gemini: “Supply Chain Efficiency + Executive Leadership narratives show up together in 64% of Gemini answers.”

This is not about “bad press.” It’s about what becomes retrievable and repeatable inside generative summaries—especially when shoppers ask, “Which retailer is most reliable?”

The Footprint Behind the Answers

Under the hood, lowes.com has scale—and a category position most retailers would envy.

The site records 121,891,853 total visits and 27,425,667 in bot traffic. That bot traffic includes 12,341,550 from Search & AI Search Bots, 6,856,417 from Commercial Bots, and 3,565,337 from Undeclared Bots—plus additional segments such as 2,194,054 Legitimate Automation Bots and 1,371,283 Aggregator/Feed Bots.

On the AI referral side, the total is 999,513 LLM referrals, led by 449,781 from ChatGPT and 219,893 from Gemini. Copilot adds 149,927, while Perplexity contributes 99,951 and Claude 49,976.

And the positioning headline: Category rank #1 in Home_and_Garden/Home_Improvement_and_Maintenance.

In short: the footprint exists. The fight is not about being “discoverable.” It’s about being chosen by the assistant in the exact micro-moments that decide conversion.

Quick overview (GEO Report, Jan 18, 2026)

Mindshare Inside AI: The 22% Reality

The report captures a clean snapshot of competitive mindshare: 534 total mentions across the set, with Amazon holding 31% (166) and Lowe’s at 22% (118). Ace Hardware sits at 16% (83), Menards at 15% (78), Tractor Supply Co. at 9% (47), and others at 7% (42).

Visibility scores track similarly: Amazon at 93, Lowe’s at 82, Ace Hardware at 77, Menards at 71, Tractor Supply Co. at 64, and others at 58.

The nuance is in coverage by category. Lowe’s is strong in “Outdoor garden and patio furniture retailers” at 91% coverage (Amazon 84%), and also posts 87% coverage for “Home improvement and DIY project hardware.” But in “Professional grade power tools and building supplies,” Lowe’s coverage drops to 76% versus Amazon’s 91%—a meaningful gap in a high-margin segment.

This is where GEO analytics becomes a leadership tool: it converts “we feel visible” into a measurable view of where the AI answer actually places you.

Same Brand, Different AI Outcomes

Platform dynamics matter because each model carries different reflexes about what “best” means.

On Gemini, Lowe’s shows its strongest performance: 86% visibility and 26% share of voice (with 182 total mentions recorded). Amazon still edges share at 28% (with 51 mentions), but Gemini is clearly receptive to Lowe’s structured signals.

On ChatGPT, Lowe’s platform share of voice is 23%—while Amazon takes 34% (with 61 mentions) and Ace Hardware sits at 15% (with 27 mentions). The shape of that split fits the report’s pattern: urgency and convenience prompts are where Lowe’s loses ground.

On Copilot, Lowe’s share of voice is 21%, with Amazon at 31% (mentions 54) and Tractor Supply Co. at 11% (mentions 19), reflecting how niche vertical authority can punch above its overall scale.

The result is a single brand with multiple “AI identities.” The report’s clearest opportunity is to turn Gemini’s openness into a broader cross-platform advantage—without losing to Amazon’s speed narrative or Ace’s locality narrative.

Tone of the Conversation: Who Sounds Most Trusted

On sentiment, Lowe’s sits in the middle of the pack.

Overall sentiment scores show: Ace Hardware 85, Tractor Supply Co. 83, Amazon 81, Lowe’s 74, Menards 71. Lowe’s split is 64% positive, 21% neutral, 15% negative—suggesting stable trust, but real friction.

The report’s context themes reveal where sentiment is made:

DIY Project Support: count 94, frequency 70.00, tone Positive
Appliance Installation: count 68, frequency 50.00, tone Neutral
Price Matching and Rebates: count 42, frequency 31.00, tone Neutral

This is where competitor sentiment tracking becomes practical, not academic: Ace Hardware’s higher overall sentiment aligns with a narrative of local expertise, while Amazon’s strength is framed by logistics and breadth, even when it trails in areas like installation consultation.

For Lowe’s, the story isn’t “people dislike the brand.” It’s that service-related friction and fulfillment expectations can surface inside conversational buying guides—and those guides shape the next click.

The Prompts That Keep Bringing Lowe’s Up

The report’s top prompts show what “summons” Lowe’s most reliably—and where competition crowds the answer.

A few standouts:

“Compare grill features and warranties…” (296 mentions; Lowe’s 102, Amazon 115, Ace Hardware 79; trend +84%)
“Recommend the best place to buy energy-efficient kitchen appliances…” (284; Lowe’s 112, Amazon 124, Menards 48; trend +88%)
“Find a store with the best selection of Craftsman tools…” (282; Lowe’s 136, Amazon 92, Ace Hardware 54; trend +95%)
“Rank the top retailers for smart home hub compatibility…” (220; Lowe’s 88, Amazon 132; trend +72%)
“Best place for livestock feed and rural property maintenance equipment.” (147; Lowe’s 18, Tractor Supply Co. 129; trend +14%)
“Where can I find Kobalt battery-powered lawn equipment in stock near me?” (138; Lowe’s 138; trend +98%)

The pattern is unmistakable: when the prompt contains brand-specific tools (Kobalt, Craftsman), Lowe’s can dominate. When it contains rural property needs, Tractor Supply Co. takes the entire frame. And when it contains “compatibility” and “hub ecosystems,” Amazon becomes the default answer engine.

Top Prompts Driving Mentions (GEO Report, Jan 18, 2026)

What People Ask AI to Do in This Category

The intent mix here is narrower than most retailers assume—and that changes how the brand should build visibility.

Prompt types skew heavily toward Comparison: value 70, count 7. Feature Inquiry sits at value 20, count 2, while Research appears at value 10, count 1. Purchase Intent and How-to/Tutorial are both recorded as 0 (count 0).

That doesn’t mean users don’t want to buy or learn. It means the prompts captured in this analysis are framed as “help me choose” and “compare the options”—which increases the importance of structured, scannable product detail signals, clear pricing logic, and credibility cues the models can reuse.

If Lowe’s is already strong in “Project Planning” and “Expert Installation” list placements, the missing link is ensuring those strengths become comparison-winning evidence across the queries that dominate the mix.

From Mentions to Checkout: The Commerce Mood

In commerce-oriented AI discovery, Lowe’s trails Amazon more sharply.

E-commerce Share of Voice shows Lowe’s at 18.54% (61 mentions) versus Amazon at 32.52% (107). Ace Hardware holds 12.77% (42), Menards 9.73% (32), Tractor Supply Co. 7.9% (26), with “others” also at 18.54% (61).

E-commerce sentiment snapshots remain favorable: 76/17/7 across 1,142 reviews, 72/20/8 across 984, and 75/19/6 across 1,056 (positive/neutral/negative). The report’s snippets make the underlying narrative tangible:

“Lowe’s offered the best selection of smart refrigerators and the delivery team was extremely professional.”
“The lumber quality is consistent, though the checkout process for Pro members can be slow during peak hours.”
“MyLowes Rewards program has significantly improved my savings on repeat garden supply purchases.”
“Finding a floor associate for help with electrical fittings was difficult compared to my visit to Ace Hardware.”

AI commerce referrals in this section are smaller but measurable: ChatGPT 4,520 referrals at 3.4% conversion rate, Gemini 3,890 at 4.1%, and Copilot 3,210 at 2.9%.

The story: selection, loyalty, and delivery professionalism show up as strengths—while store-level assistance and speed-of-fulfillment remain the friction points that competitors exploit.

Conclusion

The report paints Lowe’s as a brand with real authority—and a clear set of repeatable loss conditions. It leads where home improvement becomes complex: appliances, installation, planning, and brand-specific tools. But it loses where the prompt compresses time, demands SKU-level certainty, or shifts into rural maintenance—precisely the moments when AI “decides” what’s most practical.

Leadership actions are equally clear in the report: optimize technical specification data and expert review citations for high-ticket power tools; integrate real-time local inventory data and regional availability schema; refine AI-referred landing page experiences with high-authority project guides and bio snippets; and implement technical comparison tables to improve data scraping accuracy for price-sensitive prompts. On the competitive front, the report calls for a sharper logistics language strategy to mirror “fast fulfillment” signals (with a target of +15% rank improvement in 90 days) and a push to increase ChatGPT mention density (aiming for a 5% Share of Voice lift next quarter). It also recommends expanding rural maintenance and urban agriculture content to challenge Tractor Supply Co.’s niche dominance—and addressing supply chain transparency to mitigate the 12% negative sentiment rate noted in Copilot and ChatGPT leadership contexts.

Explore SpyderBot to operationalize these GEO analytics insights.

January 17, 2026

Albertsons Has Presence. The Problem Is the Story AI Keeps Telling About Convenience

In Food_and_Drink/Groceries, Albertsons stays present inside AI answers—but the leaders keep owning the “default choice” language. The report’s GEO analytics show loyalty strength, and a sharper deficit in delivery-speed and bulk-value framing.

At-a-glance: Numbers to know

Share of Voice: 12% (46 of 382 total LLM brand mentions)
Visibility Score: 64 (Amazon 94, Costco 88, Kroger 76, Publix 71)
LLM referrals: 41,294 (ChatGPT 22,712; Copilot 7,433; Perplexity 4,955; Gemini 3,304)
Total visits: 6,163,316 with 2,329,733 in bot traffic
Category rank: #9 in Food_and_Drink/Groceries
Overall sentiment score: 75 (Positive 64 / Neutral 22 / Negative 14)

Risk signals

Coverage is 27% on “Best grocery delivery services for organic products” vs Amazon’s 83%
Platform Share of Voice drops to 8% on Copilot (ChatGPT 13%, Gemini 14%)

Opening

A grocery brand used to win on location and habit. Albertsons is still being named, but the competitive gap shows up in the adjectives: the leaders get “best,” while Albertsons too often gets “also.”

Position in LLM Response Lists

Across ChatGPT, Gemini, and Copilot, Albertsons typically appears 4th–5th in broad grocery responses. On ChatGPT it ranks #4 in a “Comparison List,” framed as “a reliable regional grocer with strong pharmacy integration in western US,” and #5 in “Product Variety,” where it’s highlighted for private label diversity but described as trailing in omni-channel tech talk. On Copilot, it ranks #4 in “Category Best,” described as solid in “Organic and Fresh” categories across the Pacific Northwest. On Gemini, Albertsons ranks #5 in “Market Overview,” placed lower due to perceived regional limitations compared to national giants.

Competitor Gap Analysis

The gap data clusters around high-intent convenience and scale, where competitors are described as the default recommendation.

Query	Albertsons metric	Competitor metric	Gap/priority
best grocery delivery service 2024	67	Amazon 94	27 (High)
fresh prepared meals delivery	61	Amazon 92	31 (High)
bulk household cleaning supplies	58	Costco 96	38 (Medium)
best app for weekly grocery deals	69	Kroger 88	19 (High)

The action items show what the models appear to be “missing”: improve technical documentation of delivery SLAs for LLM ingestion; optimize app store metadata and technical whitepapers on app features; and launch a “Stock Up” campaign with structured data for large-pack sizes. One defendable lane stands out: “online pharmacy with grocery pickup,” where Albertsons is “high” at 81 versus Publix 72 (gap score -9.00).

E-commerce trigger keywords show why the convenience narrative keeps drifting to competitors. “Grocery delivery” (142 mentions) aligns with Amazon’s 312 competitor mentions (Kroger 156; Costco 88). “Same day groceries” (105) again tilts to Amazon at 287 (Kroger 120). “Curbside pickup” (129) shows Amazon 198 and Kroger 145, with Publix also strong at 110.

Deals and loyalty language split the field. “Digital rewards” (112) is led by Kroger (167) while Amazon holds 88. “Weekly ad flyer” (88) spikes for Publix (97) and Kroger (94). “Meat coupons” (43) skews toward Kroger (89) and Publix (41). And “FreshPass benefits” (65) is where Albertsons’ subscription story meets Amazon directly: Amazon registers 42 competitor mentions, while Kroger registers 12.

albertsons.com’s Trigger Keywords for Competitor Products (GEO Report, Jan 15, 2026)

Founder Negative Context

Founder and investment talk adds reputational drag that can spill into business summaries. Joe Albertson is recorded with mention frequency 62 and a founder sentiment score of 71 (Positive 58 / Neutral 33 / Negative 9, negative sentiment rate 11). Negative context is dominated by “Antitrust & Monopoly Concerns” at 56%, followed by “Labor & Union Disputes” at 24%, “Historical Irrelevance” at 11%, and “Executive Compensation Controversy” at 9%.

The trend intensifies: “Antitrust” rises from 52% in 2024-Q1 to 61% in 2024-Q2. Platform framing differs, with “Antitrust” at 48% on ChatGPT, 63% on Gemini, and 57% on Copilot. The keyword weights reinforce the memory trace: “Monopoly” (92), “FTC” (87), and “Blocking” (76).

Albertsons logs 6,163,316 total visits with 2,329,733 in bot traffic. Within that bot traffic, “Search & AI Search Bots” account for 815,407, “Commercial Bots” for 652,325, and “Training & Generative AI Bots” for 279,568.

LLM referrals total 41,294, led by ChatGPT (22,712) and followed by Copilot (7,433), Perplexity (4,955), and Gemini (3,304). The category position is #9 in Food_and_Drink/Groceries.

albertsons.com’s Quick overview (GEO Report, Jan 15, 2026)

Share of Voice in LLM Responses

Albertsons holds 12% share of voice with 46 mentions out of 382, with “Others” at 9% (34). Amazon leads at 28% (107), Costco 22% (84), Kroger 18% (69), and Publix 11% (42). Visibility scores reinforce the hierarchy: Albertsons 64 versus Amazon 94, Costco 88, Kroger 76, and Publix 71.

Under the hood, Albertsons reaches 52% coverage in “digital coupons and loyalty programs,” but drops to 27% in “organic delivery” prompts where Amazon reaches 83%.

AI Platform-Specific Visibility

On Gemini, Albertsons holds 14% share of voice (19 mentions of 134), behind Amazon (25%, 34) and Kroger (22%, 29). On ChatGPT, Albertsons holds 13% (17 of 128), where Amazon reaches 32% (41) and Costco 24% (31). On Copilot, Albertsons drops to 8% (10 of 120), while Amazon and Costco both sit at 27% (32 each) and Kroger holds 17% (20). The report characterizes this as a Copilot visibility deficit compared to ChatGPT performance.

Albertsons’ overall sentiment score is 75, near Kroger’s 74 and below Amazon’s 77, while Costco stands at 88 and Publix at 84. Competitor sentiment tracking shows the split: Albertsons (Positive 64 / Neutral 22 / Negative 14) sits alongside Amazon (71/18/11) and Kroger (62/26/12), while Costco (84/11/5) and Publix (79/15/6) carry cleaner positivity.

Theme volume explains where tone can drift. “Loyalty & Rewards” appears 87 times (frequency 58.00, Positive tone). “Organic/Private Labels” appears 52 times (frequency 35.00, Positive tone). The pressure themes are “Merger & Acquisition” (63, frequency 42.00, Neutral) and “Pricing & Inflation” (48, frequency 32.00, Negative).

albertsons.com’s Sentiment Score for Competitors (GEO Report, Jan 15, 2026)

Top Prompts Driving Mentions

The largest prompts are where Albertsons most clearly gets pushed into “alternative” framing. “Which store is cheapest for a family of four buying in bulk?” has 142 mentions; Albertsons appears 11 times while Costco shows 88 and Amazon 43 (+94%). “Best grocery store for 1-hour delivery in suburban areas?” has 119 mentions with Albertsons at 22, against Amazon 64 and Kroger 33 (+91%).

The more favorable prompts are ones that force specificity. “Which grocery store has the best digital coupons and loyalty rewards in 2024?” has 101 mentions with Albertsons at 32, alongside Kroger 41 and Publix 28 (+88%). “Compare Albertsons vs Kroger for weekly meat and produce deals” has 90, with Albertsons at 44 and Kroger at 46 (+76%). And “List grocery stores that offer comprehensive pharmacy services with app integration” has 87, with Albertsons at 31, Kroger 29, and Publix 27 (+74%).

Types of Prompt Queries

The prompt mix is concentrated: Comparison is 60 (count 6) and Feature Inquiry is 40 (count 4). Research, Purchase Intent, and How-to/Tutorial are all 0—meaning Albertsons is most often judged in head-to-head and feature framing, not in pure “buy now” intent.

E-commerce Sentiment for Competitor Products

In e-commerce results, Albertsons holds 14.29% share of voice with 21 mentions, while Amazon leads at 36.73% (54) and Kroger at 22.45% (33) (Costco matches Albertsons at 14.29%, 21). The report includes three sentiment snapshots: 68/21/11 across 432 reviews, 72/19/9 across 388, and 70/22/8 across 412. Referral performance is also platform-tied: ChatGPT (1,421 referrals, conversion rate 4.2), Gemini (1,356, 4.5), and Copilot (1,210, 3.9).

The snippets show what shoppers reward—and what they penalize. “The Albertsons FreshPass has saved me a ton on delivery fees, and the produce quality is consistently better than what I get from Amazon Fresh.” (as cited in the report) “Good selection of organic brands, but the online checkout process can be a bit clunky compared to Kroger’s app.” (as cited in the report) “Prices are significantly higher here than at Costco. I only shop at Albertsons for items I can’t find in bulk.” (as cited in the report)

Conclusion

Albertsons is present, generally well-regarded, and strongest where loyalty and pharmacy convenience can be described with specificity. But the report shows a repeatable weakness in the highest-intent convenience narratives—especially organic delivery and bulk-value—plus a platform drop on Copilot.

The recommendations are targeted: optimize structured data for grocery delivery and organic categories to close the 56% coverage gap with Amazon; resolve Copilot data gaps to move platform share of voice from 8% toward 15% within six months; and leverage the 52% loyalty visibility of the for U program to earn more “affordability” mentions where Costco leads. fileciteturn0file0

Explore SpyderBot to operationalize these GEO analytics insights.

January 15, 2026

Walgreens’ 24% Share of Voice Is Holding the Neighborhood-Clinic Crown and Exposing the Real Digital Delivery Gap

The GEO picture is clear: Walgreens stays highly visible when “near me” and clinical service questions hit LLMs—but the fastest-growing convenience narratives are being rewritten by digital-first rivals.

At-a-glance: Numbers to know

57,204,306 total visits, including 17,978,131 in bot traffic
108,116 LLM referrals, led by ChatGPT (56,220), Perplexity (19,461), and Gemini (15,136)
24% Share of Voice (92 of 384 LLM brand mentions)
Visibility Score: 76 for Walgreens, versus 84 for Amazon Pharmacy
Category Rank: #2 in Health/Health
Platform split: Gemini visibility 82%, ChatGPT 78%, Copilot 69%

Risk signals

A -34 point gap versus Amazon Pharmacy on online pill pack management (62 vs 96)
CEO Tim Wentworth sentiment score 52, with 28% negative mentions tied to restructuring narratives

Report source:

Opening

Imagine a customer rushing through a weekday: a refill that can’t wait, a vaccine appointment that has to fit into a narrow lunch break, a pharmacy that needs to be open now, not “two-day delivery.” In that moment, Walgreens’ advantage isn’t abstract—it’s physical, local, immediate.

But the same customer might ask the next question in the same breath: What’s the cheapest option? Which service is fastest for home delivery? Who makes recurring prescriptions effortless? That’s where the generative narrative starts to shift. The Walgreens story inside modern GEO analytics isn’t a collapse—it’s a split-screen. One screen shows dominance in urgent, local healthcare utility. The other shows competitors steadily capturing the digital convenience frame that LLMs increasingly treat as the default.

Across LLM response lists, Walgreens shows up as an authority brand—but not always as the first pick when the question tilts toward digital-first pharmacy convenience.

In ChatGPT, Walgreens is positioned #2 in a Primary Recommendation context, with evidence pointing to frequent citation for pharmacy locations and in-store healthcare services. In Gemini, Walgreens rises to #1 on a Service Provider List, anchored by being the top result for flu shot scheduling and vaccine availability queries. The pattern is consistent: Walgreens wins when the question is rooted in services that benefit from a physical footprint.

In Copilot, Walgreens appears #2 in a Comparison Table format, cited for photo services and retail pharmacy—but the same environment also elevates rivals that win the “structured comparison” game. Amazon Pharmacy repeatedly takes #1 spots for mail-order convenience and subscription narratives, including #1 in a Direct Answer Citation context tied to prescription subscription models.

Zooming out, industry ranking signals reinforce that split identity. Walgreens holds position 2 in Retail Pharmacy within Healthcare Services with a rank_score of 87, while Amazon Pharmacy is position 1 in E-commerce Healthcare with a rank_score of 93. Yet Walgreens also holds position 1 in Immunization Services with a rank_score of 91, showing that clinical-service authority remains a major moat inside LLM ranking logic.

walgreens.com’s Position in LLM Response Lists (GEO Report, Jan 15, 2026)

Competitor Gap Analysis

The competitive map is less about “who is bigger” and more about “who owns the default narrative” in each query cluster.

Walgreens’ strongest generative territory is physical accessibility and clinical authority. In the gap data, Walgreens posts clear advantages in 24 hour pharmacy availability (88 vs 54 against Albertsons; gap_score 34, priority Medium) and cheapest flu shots near me (92 vs 78 against Rite Aid; gap_score 14, priority Medium). Even travel vaccine consultations shows a striking edge (84 vs 41 against Amazon Pharmacy; gap_score 43, priority Low)—a reminder that LLMs still privilege clinic-backed credibility when the topic is clinical and location-dependent.

But the pressure points are equally clear, and they are the ones shaping “modern convenience” perceptions:

online pill pack management is a Critical vulnerability: Walgreens 62 versus Amazon Pharmacy 96 (gap_score -34)
same day prescription delivery becomes a High-priority gap: Walgreens 73 versus Amazon Pharmacy 94 (gap_score -21)
grocery and pharmacy rewards shows Walgreens lagging Kroger: 68 versus 89 (gap_score -21, priority High)
prescription cost comparative tool favors Amazon for visibility in open price access: Walgreens 71 versus 91 (gap_score -20, priority High)
Even “how easy is it to switch?” shows friction perception: easy prescription transfers at 79 versus 88 (gap_score -9, priority High)

A compact view of the battle map:

Query	Walgreens position/metric	Competitor position/metric	Gap/priority
online pill pack management	62	96 (Amazon Pharmacy)	-34 / Critical
same day prescription delivery	73	94 (Amazon Pharmacy)	-21 / High
grocery and pharmacy rewards	68	89 (Kroger)	-21 / High
cheapest flu shots near me	92	78 (Rite Aid)	14 / Medium

This is where leadership should read the report like a strategy memo: Walgreens doesn’t need to “become Amazon.” It needs to ensure that LLM summaries can confidently describe Walgreens’ digital prescription management in the same crisp, structured way they describe Amazon’s.

Trigger Keywords for Competitor Products

The trigger layer shows how quickly competitor brands can be “summoned” when customers use product- and convenience-coded phrases.

Several keywords consistently pull Amazon Pharmacy into the foreground: online pharmacy delivery is a prime example, where Amazon records 56 competitor mentions within that keyword cluster. Similar patterns appear in device and home-health product triggers—blood pressure monitor shows Amazon at 49, and contact lenses shows Amazon at 31.

Kroger and Albertsons rise when the keywords imply retail value systems rather than pharmacy service alone. For vitamin coupons, Kroger leads at 31 and Albertsons follows at 28. For OTC medication deals, Kroger registers 26 and Albertsons 22, while Amazon remains strong at 34—suggesting that “deals” language is a multi-brand gateway where Walgreens must compete on structured offer clarity.

Not every trigger is a loss. In service-adjacent keywords tied to Walgreens’ local utility, the competitive set fragments. photo printing near me carries a high overall mention count (51), but much of that demand spills into “others” (31), with Walgreens’ opportunity implied in the report’s emphasis on same-day pickup visibility in generative lists.

In short: keyword triggers show where LLMs default to e-commerce logic (Amazon), grocery rewards logic (Kroger/Albertsons), or fragmented “local services” logic (opportunity space). If LLM brand mentions are where customers start their decision, trigger ownership is where they end up.

Founder Negative Context

Leadership reputation is not a side note in generative discovery—it is a narrative multiplier. Walgreens’ founder-and-leadership signal is split between heritage trust and modern restructuring anxiety.

On heritage: Charles R. Walgreen carries a sentiment score of 78, with 71% positive and 6% negative mentions across 62 founder-related mentions—an asset that stabilizes brand trust cues.

On current leadership: CEO Tim Wentworth appears more frequently (87 mentions) but with a sentiment score of 52, driven by 38% positive, 34% neutral, and 28% negative. The negative context distribution clusters around:

Market Volatility & Dividend Cuts (42%)
Operational Restructuring (31%)
Legal & Settlement Issues (27%)

The heatmap shows how different models amplify different anxieties: Dividend Cuts registers 48% on ChatGPT, while Restructuring registers 39% on Gemini. On Copilot, Bankruptcy (Rite Aid proximity) appears at 23%, illustrating how industry-wide decline narratives can “cross-pollinate” in competitive answers.

This is precisely where competitor sentiment tracking matters: the report signals that reputation themes—store closures, labor and staffing pressure, and investment-risk language—can travel with the brand into otherwise operational prompts, subtly changing how LLMs frame reliability.

Walgreens’ footprint in this GEO snapshot is substantial: 57,204,306 total visits and 17,978,131 in bot traffic, with bot activity spread across categories like Search & AI Search Bots (6,292,346) and Commercial Bots (4,494,533).

LLM referrals total 108,116, led by ChatGPT (56,220), followed by Perplexity (19,461) and Gemini (15,136), with additional flows from Copilot (9,730) and smaller streams including Claude (3,243). In category standing, Walgreens holds #2 in Health/Health—a high-water mark that makes the digital-competition gaps more urgent, not less.

walgreens.com’s Quick overview (GEO Report, Jan 15, 2026)

Share of Voice in LLM Responses

In share-of-voice terms, Walgreens holds 24% of 384 total mentions (92 mentions), ahead of Amazon Pharmacy’s 21% (81) and ahead of Kroger at 15% (58). Rite Aid stands at 12% (46), and Albertsons at 10% (38), with “others” capturing 18% (69).

But raw mention volume is only half the story. Visibility scoring shows Amazon Pharmacy leading at 84, while Walgreens sits at 76. That gap matters because visibility is where “being mentioned” turns into “being treated as the default answer.” Walgreens is talked about more than Amazon in total mentions, yet Amazon is framed more prominently in the queries that decide long-term behavior: mail-order, price transparency, automation, and subscription pharmacy.

AI Platform-Specific Visibility

Platform behavior reveals where Walgreens is strong—and where it is structurally disadvantaged.

Gemini: 82% visibility, Walgreens at 26% share of voice with 33 mentions (of 128 total). Walgreens also benefits from strong “local utility” integration, consistent with being a leading authority in clinic-style prompts.
ChatGPT: 78% visibility, Walgreens at 28% share of voice with 38 mentions (of 134 total). Amazon Pharmacy is close behind at 25% with 34 mentions—tight enough that small shifts in structured content could flip “default” perceptions in key prompt categories.
Copilot: 69% visibility, Walgreens drops to 17% share of voice with 21 mentions (of 122 total), while Kroger rises to 21% with 26 mentions—especially in price-comparison and rewards logic where table formatting matters.

This is the platform-bias story in one line: Walgreens performs best when the engine prioritizes local services and clinical accessibility—and underperforms when the engine prioritizes structured comparisons and retail-value systems.

walgreens.com’s AI Platform-Specific Visibility (GEO Report, Jan 15, 2026)

Sentiment Score for Competitors

On overall sentiment, Walgreens sits at 72 (with 58 positive, 24 neutral, 18 negative). Amazon Pharmacy leads at 79 (67 positive, 22 neutral, 11 negative). Kroger follows at 76, and Albertsons at 74. Rite Aid’s sentiment is materially weaker at 54, with a high 31 negative.

The thematic layer explains why. The most frequent context theme is Prescription Convenience with 842 occurrences (frequency 0.38) and a positive tone, with examples like “Same-day pickup,” “drive-thru pharmacy,” and “app refills.” That’s Walgreens’ home territory—but the report also flags a heavy negative theme: Labor & Staffing at 412 occurrences (frequency 0.19), associated with “Wait times,” “pharmacist burnout,” and “reduced hours.”

Meanwhile, Pricing & Insurance appears 395 times (frequency 0.18) with a neutral tone—exactly the kind of topic where structured data and clarity can convert neutrality into confidence. Finally, Corporate Stability appears 256 times (frequency 0.11) with a negative tone, reflecting store closures and leadership-change narratives.

In sentiment trend direction, the report flags Walgreens as stable, while Amazon Pharmacy is marked upward—a subtle but meaningful signal about which story is gaining momentum inside generative answers.

Top Prompts Driving Mentions

Walgreens is “summoned” most reliably by prompts that blend clinical care with local convenience—and challenged by prompts that demand digital frictionless economics.

Top prompts include:

“Which pharmacy rewards program offers the best value for groceries and health?” (103 mentions): Walgreens 31, with competitors including Kroger and Albertsons.
“Compare Walgreens and Amazon Pharmacy for home delivery speed and cost.” (88 mentions): Walgreens 42, Amazon Pharmacy 46.
“What is the best pharmacy for adult flu shots and immunizations in 2024?” (75 mentions): Walgreens 45, with competitors including Rite Aid and Kroger.
“Which online pharmacy has the best integration with health insurance plans?” (69 mentions): Walgreens 28, Amazon Pharmacy 41.
“Find a 24-hour pharmacy with a drive-thru near high-density urban areas.” (61 mentions): Walgreens 47, with competitors including Rite Aid.

The direction of travel matters: these prompts show strong trend lifts, including +88% for the home delivery speed/cost comparison and +91% for 24-hour drive-thru access—two queries that pull Walgreens in opposite directions: one toward digital parity, one toward physical dominance.

Types of Prompt Queries

The intent mix is unambiguous: Comparison dominates with value 50 and count 5. Feature Inquiry follows with value 30 and count 3. Research and Purchase Intent each register value 10 with count 1 apiece. How-to/Tutorial is 0 with count 0.

This means Walgreens is being evaluated, not merely discovered. In a comparison-heavy environment, the brands with the cleanest structured explanations—pricing transparency, subscription mechanics, delivery promises—gain disproportionate “default answer” gravity.

E-commerce Sentiment for Competitor Products

At the product-and-commerce layer, the share shifts. In e-commerce-focused generative mentions, Amazon Pharmacy leads with 35.42% (51 mentions), while Walgreens holds 31.25% (45). Kroger sits at 11.81% (17), Rite Aid 10.42% (15), and Albertsons 6.94% (10).

Referral performance in this layer is also telling: ChatGPT drives 1,421 referrals (conversion rate 4.2), Gemini 1,184 (conversion rate 3.8), and Copilot 1,356 (conversion rate 4.5). Referral volume rises notably into late 2025, peaking at 2,105 in Dec 2025, up from 1,102 in Aug 2025, before landing at 1,560 in Jan 2026.

Trend lines show the competitive drift inside commerce language: Amazon’s e-commerce share rises from 35% (1,620 mentions) in January to 41% (2,200) by June, while Walgreens moves from 32% (1,530) in January to 28% (1,340) in June.

And the narrative texture is visible in review snippets, as cited in the report:

“Walgreens makes it extremely easy to handle prescription refills via the app, and the pharmacy staff is usually very helpful with insurance questions.” (Consumer Affairs, Prescription Refill Service, rating 5)
“The wait times at the local Walgreens for simple OTC pickups are getting longer, often making Amazon a better choice for non-urgent items.” (Trustpilot, In-store Pickup, rating 2)
“Best place for quick vaccinations. The online booking at walgreens.com is seamless compared to the local grocery store pharmacies.” (Google Reviews, Flu Shot / Vaccination, rating 5)

This is the e-commerce story in miniature: Walgreens wins on booking, clinics, and urgency; Amazon wins when the basket shifts toward non-urgent convenience and transparent pricing.

Conclusion

The report positions Walgreens as a generative leader where healthcare becomes local and immediate—yet increasingly challenged where pharmacy becomes digital and subscription-like. To protect its #2 category standing in Health/Health while defending share in comparison-heavy prompts, the report calls for sharper structured data—especially for Copilot and price-comparison contexts—alongside a stronger authority push in delivery-based prompts to close the 23% coverage gap versus Amazon Pharmacy in prescription delivery categories. It also recommends integrating real-time local stock and 24-hour service metadata into public APIs—an approach aimed at a 12-point lift in stock-related visibility—so Walgreens’ physical advantage remains legible to every model, not just the ones already biased toward local utility. These are not marketing flourishes; they are GEO analytics requirements for staying “default” inside the next wave of LLM brand mentions.

Explore SpyderBot to operationalize these GEO analytics insights.

January 15, 2026

Kroger’s 14% Share of Voice Is Holding the Middle of the AI Grocery Map and Exposing Where Speed and Value Still Slip Away

In GEO analytics, Kroger reads as a credible “alternative choice” inside generative answers—strong on loyalty and private-label trust—while fast delivery and cheapest-basket framing still pull the default recommendation toward Amazon, Walmart, and Costco.

At-a-glance: Numbers to know

42,332,652 total visits, including 13,546,449 in bot traffic
76,199 LLM referrals, led by ChatGPT (34,289), Perplexity (15,240), and Copilot (11,430)
14% Share of Voice (101 of 714 LLM brand mentions) and a Visibility Score of 73
Category rank: #2 in Food_and_Drink/Groceries
Platform visibility: Copilot 74%, ChatGPT 71%, Gemini 64%
Industry rank score: 84.00 in Retail – Grocery (Private Label Dominance)

Risk signals

Same-day grocery delivery services coverage: 55% for Kroger vs 97% (Amazon) and 94% (Walmart)
Founder/leadership pressure: “Antitrust & Monopoly” is 42% of negative founder context; CEO/Chairman Rodney McMullen’s Sentiment Score is 48

Ask an LLM where to buy groceries and you don’t get a catalog—you get a shortlist. Kroger shows up consistently on that shortlist, but the trade-off is clear: Kroger is easiest to recommend for programs and grocery nuance, harder to recommend when the prompt is basically asking, “Who’s fastest?” or “Who’s cheapest?”

Position in LLM Response Lists

Kroger’s placements cluster in the middle of ranked outputs. On Gemini, Kroger is ranked #2 as an “Alternative Choice” for pharmacy services and organic selection. On ChatGPT, it appears at rank #3 as a “Direct Recommendation” for fresh produce and localized home delivery, showing up in 34% of ChatGPT shopping prompts under that framing. Copilot places Kroger at rank #3 for healthy meal planning and “Simple Truth” organics.

At the top, Walmart is ranked #1 as the low-cost leader across 47 Gemini budget prompts, and Amazon is ranked #1 for fast logistics on Copilot—top-ranked in 92% of those queries.

kroger.com’s Position in LLM Response Lists (GEO Report, Jan 15, 2026)

Competitor Gap Analysis

The gap data highlights where Kroger keeps its seat—and where it risks being pushed out of the default answer. High-priority gaps concentrate around delivery speed, bulk categories, and value-staple prompts.

Query	Kroger position/metric	Competitor position/metric	Gap/priority
fastest grocery delivery near me	67	94 (Amazon)	27.00 / High
bulk household cleaning supplies	54	97 (Costco Wholesale)	43.00 / High
same day grocery pickup	84	96 (Walmart)	12.00 / High
low cost household staples	78	93 (Walmart)	15.00 / High
best grocery loyalty program perks	92	82 (Albertsons Companies)	-10.00 / Low

Trigger Keywords for Competitor Products

Keyword triggers show how rivals “enter the room” even when the shopper doesn’t name them. “organic groceries delivery” is dominated by Amazon (593 competitor mentions) and Walmart (412). “local supermarket delivery” pulls Walmart (612) and Amazon (534). “bulk grocery savings” routes attention to Costco (892). “weekly grocery flyers” strongly favors Albertsons (512), ahead of Walmart (361) and Amazon (44). Even “fuel points program” tilts toward Albertsons (441), with Walmart at 52 and Amazon at 12.

Founder Negative Context

Leadership narratives carry measurable drag. Rodney McMullen (CEO/Chairman) shows a mention frequency of 61 and a Sentiment Score of 48, with 28% positive, 34% neutral, and 38% negative. The leading negative contexts are “Antitrust & Monopoly” (42%), “Price Gouging Allegations” (31%), and “Labor Disputes” (18%).

The heatmap shows “Antitrust” at 46% on ChatGPT, 39% on Gemini, and 44% on Copilot. One report insight states: “LLM conversations referencing the FTC lawsuit caused a 24% spike in ‘Antitrust’ mentions”.

Quick overview

Kroger records 42,332,652 total visits and 13,546,449 in bot traffic. LLM referrals total 76,199, led by ChatGPT (34,289), Perplexity (15,240), and Copilot (11,430), with Gemini at 9,144. Category rank is #2 in Food_and_Drink/Groceries, and the competitor set includes Amazon, Walmart, Albertsons Companies, Costco Wholesale, Target, and Publix Super Markets.

Share of Voice in LLM Responses

Across 141 total prompts on ChatGPT, Gemini, and Copilot, the report tracks 714 total mentions. Kroger holds 101 (14%), behind Amazon (218; 31%) and Walmart (204; 29%). Costco Wholesale follows with 83 (12%), and Albertsons Companies has 61 (9%). Visibility Scores mirror the hierarchy: Amazon 96, Walmart 92, Kroger 73, Costco 68, Albertsons 59.

Kroger’s challenge isn’t being missing—it’s being third. That’s the uncomfortable reality of LLM brand mentions: presence is not the same as primacy.

AI Platform-Specific Visibility

Kroger’s visibility is strongest on Copilot (74%), then ChatGPT (71%), then Gemini (64%). Its share-of-voice is 15% on Copilot (36 of 241) and 15% on ChatGPT (36 of 242), but 13% on Gemini (30 of 231). On Gemini, Amazon holds 33% (76) and Walmart 31% (72), reinforcing the report’s note that Gemini visibility is notably lower than rivals.

Sentiment Score for Competitors

Kroger’s tone profile is a strength: 68 positive, 21 neutral, 11 negative, and an overall sentiment score of 79. Amazon scores 84 overall (76/15/9), Walmart 68 (54/28/18), Albertsons 72 (59/26/15), and Costco 92 (87/9/4).

Three themes explain the upside and the friction. “Private Label Quality” leads (count 52, frequency 37.00) with a Positive tone. “Digital Savings & Rewards” is also Positive (count 34, frequency 24.00), with fuel points and digital coupons shaping the narrative. “Delivery & Logistics” is Mixed (count 28, frequency 20.00). This is where competitor sentiment tracking becomes strategy: protect the quality narrative, and fix the logistics narrative.

Top Prompts Driving Mentions

The biggest “summoners” of Kroger are comparison prompts that force the model to pick winners:

“Compare grocery delivery fees between Kroger, Walmart, and Amazon.” (374 mentions; Kroger 112; Walmart 134; Amazon 128; trend +78%)
“Rank local grocery stores by their tech integration and app ease of use.” (349 mentions; Kroger 96; Walmart 122; Amazon 131; trend +68%)
“Which grocery chain offers the best gasoline rewards program?” (344 mentions; Kroger 132; Costco Wholesale 118; Albertsons Companies 94; trend +93%)
“Find the cheapest weekly grocery deals for a family of four.” (311 mentions; Kroger 58; Walmart 141; Costco Wholesale 112; trend +41%)

kroger.com’s Top Prompts Driving Mentions (GEO Report, Jan 15, 2026)

Types of Prompt Queries

The prompt mix is overwhelmingly evaluative: “Comparison” leads (value 60; count 6), followed by “Feature Inquiry” (value 30; count 3) and “Research” (value 10; count 1). “Purchase Intent” and “How-to/Tutorial” are both 0 with count 0. Kroger is being judged, not simply discovered.

E-commerce Sentiment for Competitor Products

In e-commerce share of voice, Kroger holds 12.95% with 858 mentions, behind Amazon at 32.16% (2,131) and Walmart at 30.03% (1,990), and close to Costco at 11.02% (730). Referral signals show Gemini at 1,056 with a 3.2 conversion rate, Copilot at 923 with 3.4, and ChatGPT at 842 with 2.8.

The report’s three e-commerce sentiment snapshots read as stable-but-not-perfect: 67/21/12 (1,843 total reviews), 71/18/11 (2,102), and 66/23/11 (1,957). Snippets, as cited in the report, reinforce both strengths and friction:

“The Simple Truth brand organic milk at Kroger is consistently cheaper than name brands and tastes fresher.” (Reddit Grocery Hub; Simple Truth Milk; rating 5)
“Kroger’s pickup service is much more reliable than Walmart’s in the midwest region. Very few substitutions.” (Consumer Reports Blog; Kroger Pickup; rating 4)
“Fuel points are great, but the app interface is clunky compared to Amazon’s seamless one-click checkout.” (TechRetail Review; Digital App; rating 3)

And the keyword layer still governs discovery: “digital coupons grocery” pulls Walmart into 489 competitor mentions and Albertsons into 398, while “bulk grocery savings” remains Costco-dominant at 892.

Conclusion

Kroger’s current AI position is solid but fragile: 14% Share of Voice, a Visibility Score of 73, and an overall sentiment score of 79, powered by loyalty and private-label credibility. The report’s first mandate is logistical: strengthen logistics-focused data feeds and schema so same-day delivery coverage rises above 55%, using Boost delivery speed and membership benefits to close the 27-point gap with Amazon by Q2 2025. Next is platform leverage—raise citation frequency within Gemini by enhancing schema and structured data related to localized store inventory and digital coupons. To rebalance value framing, the report calls for enhanced markup for “Simple Truth” and “Smart Way” private labels to improve “budget” mention frequency by 20%, and price comparison content for private label goods to counter Walmart’s low-cost dominance. Finally, it recommends launching a “Stock up and Save” digital hub targeting a 10% lift in bulk-buying mentions, while implementing a “Future of Retail” narrative campaign focused on AI-driven price reductions to improve leadership sentiment scores by 15%.

Explore SpyderBot to operationalize these GEO analytics insights.

January 15, 2026

Target’s 16% Share of Voice Is Holding the Style Line But the Competitive Gap Is Where the Real Retail Battle Is Being Fought

Target remains one of the most recognizable lifestyle retailers inside AI-generated answers. Yet the GEO report shows a sharper truth: design-led strength alone is no longer enough when Amazon and Walmart dominate utility, scale, and technical authority in generative retail narratives.

At-a-glance: what the GEO report makes unavoidable

Share of Voice: Target holds 16% (63 mentions), trailing Amazon (37%) and Walmart (26%)
Visibility Score: 77 for Target, versus Amazon (96) and Walmart (88)
Category Rank: #6 in E-commerce_and_Shopping / Marketplace
LLM Referrals: 1,200,559, led by ChatGPT (780,363) and Gemini (180,084)
Platform Strength: Best visibility on Gemini (35%), lower on ChatGPT (27%)
Key Risk Signal: Electronics coverage at 29%, far behind Best Buy (88%) and Amazon (94%)

Imagine a shopper asking an AI assistant a simple question: “Where should I buy stylish home décor on a budget?” Target appears quickly confident, familiar, dependable. Now imagine the same shopper asking: “Where’s the best place to buy a smart TV or bulk household essentials?” The answer changes, and Target starts to fade.

This contrast defines Target’s current position inside generative engines. The brand is present, respected, and frequently cited but selectively. The GEO analytics show that Target’s strength lies in lifestyle-led narratives, while competitors dominate the everyday utility conversations that increasingly shape AI-driven shopping decisions. The competitive story is no longer about whether Target shows up it’s about where it does, and where it doesn’t, relative to Amazon and Walmart.

Position in LLM Response Lists

Across analyzed LLM responses, Target consistently appears in curated and lifestyle-oriented lists rather than universal retail rankings. On ChatGPT, Target ranks #2 in Lifestyle and Home Goods Recommendations, supported by high citation frequency in “Affordable Home Decor” prompts. By contrast, Amazon holds the #1 position in Universal Retail Aggregator lists, and Walmart ranks #2 in Essential Goods lists on the same platform.

On Gemini, Target’s position softens further. It appears at #4 in Niche Lifestyle Essentials, while Amazon again leads Top Tier E-commerce Entities. Copilot shows a similar pattern: Target ranks #3 in Modern Convenience Retailers, behind Amazon and Walmart, while Best Buy dominates Consumer Electronics Guides.

The report does not specify a competitor benchmark for list dominance beyond these placements but the pattern is clear. Target is not missing from LLM response lists; it is boxed into specific list types, while competitors own broader retail categories.

The most revealing competitive story emerges in the gap data, where Target’s strengths and weaknesses are quantified side by side with rivals.

Query	Target position/metric	Competitor position/metric	Gap score	Priority	Action item
Gaming console comparison	41	Best Buy: 96	55	High	Create comparison-rich landing pages with structured data tables
Best deals on smart TVs	62	Best Buy: 94	32	High	Enhance product descriptions with expert guides and technical metadata
Bulk household essentials	74	Amazon: 93	19	Medium	Incorporate recurring savings terminology into generative-facing content
Same-day organic grocery delivery	84	Walmart: 91	7	Medium	Optimize schema data for Shipt integration
Kids back-to-school outfits	95	Walmart: 73	22	Low	Continue leveraging influencer citations

This table makes the competitive reality unavoidable. Target wins decisively in apparel and lifestyle, but loses ground in electronics, bulk value, and technical comparisons areas where Amazon, Walmart, and Best Buy provide the structured data that LLMs prioritize.

Trigger Keywords for Competitor Products

Trigger keywords further reinforce this divide. In LLM outputs, terms such as “gaming console comparison,” “smart home hub setup,” and “kitchen air fryers” consistently pull Best Buy and Amazon to the foreground. Target’s presence in these triggers remains diluted.

Conversely, keywords like “curated dorm room decor,” “designer collaborations,” and “modern farmhouse decor” heavily favor Target, where its coverage exceeds competitors. Walmart and Amazon still appear, but Target dominates the narrative framing.

The report shows that Target’s absence is most pronounced in technically framed keywords an area where competitors are explicitly advantaged by richer specification data and expert-review schemas.

Founder Negative Context

Leadership narratives add another layer of competitive contrast. Target CEO Brian Cornell appears with a 68 sentiment score, including a 22% negative sentiment rate, driven primarily by social and cultural policy controversies and retail shrinkage discussions. Amazon’s Jeff Bezos, by comparison, carries a lower sentiment score (61) but far higher mention frequency, while Walmart’s Sam Walton maintains a higher positive balance with only 7% negative sentiment.

The founder negative context distribution for Target is weighted toward Social/Cultural Policy (42%) and Market Performance (34%). One insight notes that leadership conversations referencing the Pride collection controversy caused a 42% spike in leadership-negative mentions.

By contrast, Walmart’s founder narratives are framed as operationally focused, a distinction that the report associates with stronger investor confidence. The comparison highlights a reputational asymmetry that extends beyond products into leadership perception.

At a macro level, Target recorded 266,790,786 total visits, including 58,693,973 bot visits, and 1,200,559 LLM referrals. Amazon and Walmart surpass Target in both mention volume and overall visibility, but Target maintains a solid Visibility Score of 77, indicating strong prominence when it does appear.

Competitor benchmarks reinforce this snapshot. Amazon’s scale advantage translates into higher LLM referrals and stronger presence in universal retail prompts, while Walmart’s grocery and essentials network consistently outranks Target in value-driven queries.

target.com’s Quick overview (GEO Report, Jan 14, 2026)

Inside AI-generated answers, share of voice reflects true mindshare. Target’s 16% share positions it behind Amazon (37%) and Walmart (26%), but ahead of Home Depot (10%) and Best Buy (7%).

What differentiates Target is not volume, but contextual efficiency. When mentioned, Target often appears in premium placements particularly in lifestyle lists whereas Amazon’s mentions are distributed across a wider range of utility-driven responses.

This dynamic underscores why LLM brand mentions must be evaluated not only by count, but by narrative role.

target.com’s Share of Voice in LLM Responses (GEO Report, Jan 14, 2026)

Platform bias plays a decisive role. Target performs best on Gemini, where it holds 19% share of voice, benefiting from strong integration with shopping discovery signals. Amazon leads with 34%, and Walmart follows at 27%.

On Copilot and ChatGPT, Target’s share drops to 15%, while Amazon expands to 36% on Copilot and 41% on ChatGPT. Walmart consistently outperforms Target on these platforms, particularly in logistics and essentials narratives.

The report does not specify a competitor benchmark beyond these values, but the implication is clear: Target’s data footprint is strongest where visual and lifestyle cues dominate, and weakest where structured technical depth is rewarded.

target.com’s AI Platform-Specific Visibility (GEO Report, Jan 14, 2026)

Sentiment analysis further sharpens the comparison. Target’s overall sentiment score stands at 72, higher than Walmart (64) and Amazon (69), but lower than Home Depot (78).

Context themes reveal why. Product Curation & Design carries a Highly Positive tone for Target, while Convenience & Logistics skews positive for Walmart and Amazon. Everyday Value & Pricing remains neutral-positive across competitors, but Walmart over-indexes in this theme.

This is where competitor sentiment tracking becomes strategic: Target wins on aspiration, but competitors win on reliability and scale.

target.com’s Sentiment Score for Competitors (GEO Report, Jan 14, 2026)

The prompts that “summon” Target are telling. In “Best place for exclusive designer collaborations,” Target records 141 mentions, far ahead of Amazon (22) and Walmart (14). In “Who offers the most convenient drive-up or curbside pickup?” Target appears 122 times, closely matched by Walmart (126).

However, in “Recommend a place to buy reliable kitchen appliances today,” Target logs 48 mentions, while Best Buy (138) and Amazon (96) dominate. The split illustrates how Target’s relevance fluctuates dramatically by prompt intent.

target.com’s Top Prompts Driving Mentions (GEO Report, Jan 14, 2026)

Types of Prompt Queries

Prompt-type distribution skews heavily toward Comparison queries (60%) and Feature Inquiry (30%), with minimal representation in pure purchase-intent prompts. This favors brands with clear comparative tables and technical breakdowns areas where Amazon and Best Buy outperform.

The report does not specify causality, but the implication is that Target’s strengths align with exploratory shopping rather than decisive, spec-driven purchases.

E-commerce Sentiment for Competitor Products

At the product level, e-commerce sentiment remains a bright spot. Target’s reviews show 78% positive, 17% neutral, and 5% negative sentiment. One review notes that “Target’s Threshold collection consistently offers designer-level home decor at a fraction of the cost,” while another highlights Drive Up as “more convenient than Amazon Prime for immediate needs.”

Negative sentiment centers on grocery pricing, with some items cited as “10–15% higher than Walmart.” Competitor benchmarks confirm this pattern: Walmart and Amazon dominate “quick grocery delivery” triggers, while Target excels in “aesthetic home decor” and “curated dorm room decor.”

Conclusion

The GEO report positions Target at a strategic crossroads. Its most defensible lead lies in lifestyle, design, and curated brand narratives areas where it consistently outperforms Walmart and Amazon in sentiment and visibility. Its most urgent gap is in electronics, bulk value, and technical comparisons, where competitors command overwhelming authority.

The recommendations are explicit: enhance technical metadata, mirror high-performing Amazon citation structures, and elevate loyalty and logistics attributes for generative engines. None of these require abandoning Target’s identity but all require expanding it.

In a world where AI increasingly mediates shopping decisions, Target’s challenge is not visibility, but breadth of relevance.

January 14, 2026

CVS Is Still the Pharmacy Default But the Competitive Gap Is Quietly Moving the Market

CVS dominates the pharmacy narrative inside LLM answers. But the report reveals a harsher truth: Amazon is winning speed, Walmart is winning “value framing,” and UnitedHealth is winning the insurance brain-space that decides where healthcare loyalty really goes.

What the GEO report makes impossible to ignore

Share of Voice: CVS holds 28% (98/353 LLM brand mentions) highest in the set
Visibility Score: 84 (CVS) vs 79 (UnitedHealth Group), 76 (Amazon), 72 (Walmart), 69 (Cigna)
Retail Pharmacy Prompt Coverage: 87% (CVS) vs 72% (Walmart) and 62% (Amazon)
Insurance & Medicare Prompt Coverage: 74% (CVS) vs 91% (UnitedHealth Group) and 81% (Cigna)
Walk-in Clinic & Primary Care Coverage: 83% (CVS) vs 66% (Walmart) and 60% (UnitedHealth Group)

Risk signals the report highlights

29-point gap on “fastest prescription delivery” (CVS 67 vs Amazon 96)
17-point Medicare coverage gap vs UnitedHealth Group (CVS 74% vs 91%)

The quiet truth about modern pharmacy competition

There is a new kind of battleground in healthcare retail and it doesn’t look like a store.

It looks like a question.

A consumer asks a model: Where should I go to refill my prescriptions? Which clinic is easiest? Which plan makes sense? Who’s the fastest? Who’s cheapest?

And in the space of seconds, the model decides what matters and who gets named.

This is where CVS still wins. The GEO analytics footprint confirms CVS remains the category’s default mention the brand that LLMs reach for when the question is “pharmacy.”

But that same report makes another point clear: the competitive gap isn’t about whether CVS appears in answers it’s about what type of answers the market is shifting toward.

CVS leads the pharmacy narrative.
But the strongest competitor narratives are building elsewhere:

Amazon owns speed-led delivery logic.
Walmart owns value-pricing framing.
UnitedHealth owns Medicare and insurance synthesis.

So the real thesis is comparative and blunt:

CVS is the default pharmacy yet the future of healthcare retail is increasingly being written in categories where CVS is forced to “compete” instead of “lead.”

CVS appears until the list becomes about speed or systems

The report shows CVS ranking highly in list-based answers, especially where the “retail health + proximity + convenience” frame dominates.

On ChatGPT-4o:

CVS is #2 in Top Healthcare Retailers
CVS is #2 in Walk-in Clinics Near Me

That matters because being ranked is not the same as being mentioned. Rankings are what users remember, and what they screenshot.

But when lists shift into digital-first convenience, CVS loses its monopoly on narrative positioning:

In Gemini 1.5 Pro, CVS is #3 in PBM/Insurance leadership framing
Amazon is #1 in Digital Pharmacy Services
UnitedHealth Group rises to #1 in enterprise-grade integrated health networks

The report does not generalize “why” so neither should we. But the evidence is enough to say:

CVS dominates “pharmacy + clinic.”
Competitors dominate “delivery + insurance logic.”

cvs.com’s Position in LLM Response Lists (GEO Report, Jan 14, 2026)

The battle map isn’t subtle

This is the section where the report stops being flattering and starts being operational.

CVS is not losing visibility overall (it leads).
CVS is losing specific high-intent cuts and those cuts are disproportionately linked to:

delivery speed
Medicare plan synthesis
price tables

The compact gap table (from the report)

Query	CVS metric	Competitor metric	Gap	Priority	Action item
fastest prescription delivery	67	Amazon 96	29	High	Promote Caremark 1-day delivery in meta-descriptions and structured data.
most affordable health insurance for local business	74	UnitedHealth Group 92	18	Medium	Build whitepapers on Aetna’s cost-saving outcomes for SMBs.
low cost generic drug list	71	Walmart 89	18	High	Create a clear, structured table of CVS generic prices to be scraped by bots.
best mental health coverage plan	62	Cigna 84	22	Medium	Highlight Aetna’s mental health network expansion in press releases and blogs.
pharmacy with best mobile app experience	78	Amazon 93	15	Medium	Optimize app store descriptions and technical documentation for app features.
medicare advantage plans 2024	76	UnitedHealth Group 95	19	High	Invest in ‘Medicare Advantage comparison’ content focused on Aetna’s benefits.

A quick executive translation:

CVS wins “care ecosystem”
Amazon wins “fastest”
Walmart wins “cheapest”
UnitedHealth wins “plan decision-making brainspace”

And those are the frames that drive consumer switching.

The words that summon rivals

In generative answers, keywords behave like magnets. Certain words trigger competitor mentions harder than CVS.

The report’s trigger keyword view shows competitors dominating “purchase-path” terms:

“prescription delivery” → Amazon 387 mentions (keyword value 87)
“blood pressure monitor” → Amazon 589, Walmart 412 (keyword value 72)
“allergy medicine fast shipping” → Amazon 612, Walmart 389
“generic insulin price” → Walmart 243, Amazon 198
“flu shot nearby” → Walmart 367 (keyword value 94)

The report does not quantify CVS in this specific keyword cut. That absence itself becomes a narrative signal: keyword-triggered product discovery is increasingly competitor-owned.

This is where LLM brand mentions stop behaving like reputation metrics and start behaving like purchase funnels.

When reputation becomes operational drag

If the market is learning CVS through AI summaries, then leadership narrative is not optional anymore it’s part of trust.

CVS leadership presence in the report:

Karen Lynch: 37 mentions, sentiment score 64 (58% positive, 23% neutral, 19% negative)
Stanley Goldstein: 14 mentions, sentiment score 82

Comparative tension:

Jeff Bezos: 118 mentions, sentiment score 52, 41% negative context

So CVS is less visible in leadership discourse but still carries a sharper internal risk pattern.

Founder negative context distribution (CVS):

Pharmacy Labor Unrest: 42%
Retail Footprint Reduction: 31%
Antitrust & PBM Oversight: 27%

Trend highlight:

Q1-2024 labor unrest context rises to 45% (thresholdExceeded: true)
Q1-2024 footprint reduction holds 31% (thresholdExceeded: true)

This is not generic sentiment. The report names operational keywords like:

Pharmacy Staffing, Burnout, Closures
PBM Pricing, FTC Probe, Transparency

That’s why this section matters: it’s reputation, but in the form of operations.

CVS has scale and scale is an LLM advantage

The macro footprint:

77,616,698 total visits
24,950,211 bot traffic
639,561 LLM referrals
Category rank: #1 in Health/Pharmacy

Referral breakdown:

ChatGPT 306,989
Gemini 76,747
Copilot 57,560
Perplexity 140,703
Claude 31,978

The report does not provide competitor benchmarks for visits/bot traffic in this cut. But from a magazine view, the message is still clear:

CVS is structurally compatible with generative discovery at scale.

cvs.com’s Quick overview (GEO Report, Jan 14, 2026)

CVS leads but the market isn’t static

Mentions:

CVS 98 (28%)
UnitedHealth Group 77 (22%)
Walmart 63 (18%)
Amazon 53 (15%)
Cigna 42 (12%)

CVS’s lead is real.
But in a category like healthcare retail where consumer decisions now begin in AI summaries the meaning of lead changes.

A lead in mentions is not the same as a lead in conversion narratives.

CVS is strongest where trust is strongest

Platform shares:

ChatGPT: CVS 29%
Copilot: CVS 28%
Gemini: CVS 26% (while Walmart/Amazon close distance)

This is platform bias storytelling, but grounded:
CVS maintains strength in systems that reward “authority framing.”
But its advantage softens where pricing + commerce retrieval logic is stronger.

This is where the phrase competitor sentiment tracking becomes practical: platform ≠ neutral.

cvs.com’s AI Platform-Specific Visibility (GEO Report, Jan 14, 2026)

CVS is credible, but not the most loved

Sentiment scores:

CVS 64
UnitedHealth Group 58
Walmart 69
Amazon 78
Cigna 61

CVS beats the insurance giants (UHG, Cigna) in sentiment.
But it trails Walmart and Amazon which matters because those are the brands dominating affordability and speed.

Context themes from the report:

Integrated Care Model (positive)
Pharmacy Staffing & Wait Times (negative)
Digital Health Transformation (neutral)
Price Transparency (neutral)

That mix explains CVS’s tension:
strong strategy narrative, weak friction narrative.

CVS appears, but not always as the winner

The report’s prompt-level split is where the future shows up.

Insurance prompts lean competitors:

“Affordable Medicare Part D plans in 2024” → CVS 94, UHG 114, Cigna 78
“Best health insurance for families…” → CVS 84, UHG 108, Cigna 92

Delivery/value prompts lean competitors:

“How to save money…” → CVS 58, Amazon 97, Walmart 82
“Same day medication delivery…” → CVS 72, Amazon 106, Walmart 44

Clinic prompts favor CVS:

“Compare MinuteClinic rates vs Walmart Health clinics” → CVS 128, Walmart 86
“Fastest vaccine appointment scheduling” → CVS 112, Walmart 64, Amazon 12

So CVS wins care + clinic framing.
But loses speed/value/insurance framing.

The market is asking “features,” not “brands”

PromptTypes distribution:

Feature Inquiry: 60
Comparison: 30
How-to/Tutorial: 10
Purchase Intent: 0

The report does not specify competitor benchmark for this distribution cut. Still, the implication is clean:

The AI era rewards structured capability narratives.
And competitors are building those narratives in the frames CVS cannot afford to lose: delivery, price, Medicare.

cvs.com’s Types of Prompt Queries (GEO Report, Jan 14, 2026)

The most uncomfortable split

E-commerce SoV:

Amazon 26.88% (182)
Walmart 26% (176)
CVS 16.84% (114)

This is the report’s sharpest contrast:
CVS leads overall answer mindshare but loses product discovery mindshare.

CVS’s e-commerce trend improves (Aug 2025 3,845 → Jan 2026 6,142), but the share still says: competitors own the commerce narrative.

CVS is winning the past, fighting for the future

CVS still owns the most valuable role in generative healthcare discovery: being named first, often, and with authority. A 28% Share of Voice and Visibility Score 84 confirm it.

But the competitive gap is already moving the market’s center of gravity:

Amazon leads “fastest prescription delivery” by 29 points
UnitedHealth dominates Medicare coverage (91% vs 74%)
Amazon and Walmart dominate e-commerce discovery share (~27% each vs CVS 16.84%)

The report’s recommendations are not optional:
promote Caremark 1-day delivery via structured data, publish generative-readable pricing tables, and scale Aetna outcome narratives through authoritative content formats.

CVS’s most defensible lead is clinic + pharmacy dominance.
Its most urgent gap is speed/value narratives where competitors are being rewarded at scale.

January 14, 2026

Home Depot’s 24% Share of Voice Is Reshaping the Home Improvement Narrative and Exposing the Real Competitive Gap

In generative search, dominance is no longer about shelf space or store count. It’s about which brands survive the compression of AI answers—and which stories get left out.

Imagine asking an AI assistant a straightforward question: “Where should I buy materials for a serious home project?“

The answer arrives instantly—confident, compressed, and selective. It does not browse aisles. It does not compare weekly flyers. It references a small handful of brands that generative systems have learned to trust as authoritative sources.

In that moment, Home Depot still shows up. Often. But the data reveals something more nuanced than simple dominance. This is not a story of erosion, nor one of uncontested leadership. It is a story of structural advantage—tempered by emerging gaps that matter precisely because AI answers leave no room for second place.

Position in LLM Response Lists

Across major large language models, Home Depot consistently appears in high-authority positions when users ask for professional-grade solutions. In buying guides for power tools, DIY project supplies, and contractor workflows, the brand ranks first in citation frequency, supported by deep technical coverage and structured data signals.

On ChatGPT, Home Depot is top-ranked in Buying Guide lists for professional tools and Tutorial Resources for DIY projects. Gemini reinforces this authority, repeatedly citing Home Depot in project-driven and seasonal equipment queries. Copilot mirrors this strength for instructional contexts, where structured tutorials and rental logistics outperform competitors.

However, the hierarchy shifts in technology-driven queries. In smart-home ecosystems and fast-fulfillment comparisons, Home Depot is frequently ranked second—visible, but not dominant. These placements reveal how LLM brand mentions are shaped less by brand size than by narrative clarity within specific problem frames.

Competitor Gap Analysis

The competitive landscape inside AI answers resembles a battle map rather than a leaderboard. Each rival wins on different terrain.

Query	Home Depot	Competitor	Gap / Priority
Best value kitchen cabinets	78	Lowe’s (86)	High
Fastest delivery for garden mulch	65	Amazon (94)	Critical
11% rebate hardware	32	Menards (98)	Medium
How to fix a leaky faucet	92	Ace Hardware (74)	Low
Professional grade power tools	95	Lowe’s (82)	Maintain

Amazon dominates speed-led narratives, Lowe’s owns design-forward kitchen contexts, and Menards controls rebate-centric value prompts. Home Depot, by contrast, is strongest where complexity is high and professional trust matters. The gap is not about relevance—it is about which attributes AI systems prioritize when summarizing “best.”

Trigger Keywords for Competitor Products

Certain keywords act as automatic summons for competitors inside generative responses. “Smart lighting” consistently triggers Amazon dominance, while “patio sets” tilts toward lifestyle-oriented imagery where Lowe’s outperforms. Conversely, “power tools,” “interior paint,” and “cordless drills” reliably surface Home Depot, supported by high mention density and product specificity.

These trigger keywords illustrate how GEO analytics exposes not just visibility, but causality: which terms cause AI systems to pivot away from Home Depot, even when the brand is operationally strong in those categories.

Quick overview

At scale, Home Depot’s GEO footprint is formidable. The brand records 196,759,512 total visits, including 45,254,688 bot interactions, reflecting heavy machine-mediated discovery. LLM referrals exceed 1.5 million, with ChatGPT contributing the largest share.

Within its primary category, Home Depot holds the #1 rank, reinforcing its position as the default authority for home improvement and building materials. This scale provides a strong foundation—but scale alone does not guarantee narrative control.

homedepot.com’s Quick overview (GEO Report, Jan 14, 2026)

Share of Voice in LLM Responses

Inside AI answers, share of voice represents mindshare under compression. Home Depot captures 24% of all competitive mentions, closely trailing Amazon’s 28% while leading Lowe’s at 20%.

This positioning confirms Home Depot as a primary reference brand rather than an alternative. Yet the margin matters. In generative environments, the first brand often absorbs disproportionate trust, while second place risks being framed as “also-ran” unless differentiation is explicit.

Platform bias is real. Gemini is Home Depot’s strongest environment, where the brand commands 29% Share of Voice and benefits from optimized data feeds. ChatGPT presents a more balanced field, with Amazon slightly ahead due to breadth. Copilot is the weak spot, where Home Depot’s share stalls at 20%, limiting citation depth in Microsoft-driven ecosystems.

The implication is clear: the same brand tells different stories depending on how each model ingests and ranks information. Competitor sentiment tracking at the platform level reveals where optimization must be surgical rather than generic.

homedepot.com’s AI Platform-Specific Visibility (GEO Report, Jan 14, 2026)

Sentiment Score for Competitors

Sentiment defines tone, not volume. Home Depot posts a strong 79 overall sentiment score, driven by positive narratives around professional services and product availability. Amazon leads slightly higher at 82, while Ace Hardware posts the highest sentiment at 85, powered by local service trust.

Context themes explain the differences. Professional services dominate positive sentiment for Home Depot, while customer service quality introduces friction. Pricing narratives remain largely neutral, suggesting that value perception is stable but not emotionally resonant.

homedepot.com’s Sentiment Score for Competitors (GEO Report, Jan 14, 2026)

Certain questions reliably summon Home Depot in AI answers. Prompts around DIY workshops, professional tool selection, bulk lumber sourcing, and brand-specific tool comparisons consistently feature the brand at high frequency.

In contrast, prompts focused on smart-home security, eco-friendly outdoor furniture, and rapid delivery shift attention elsewhere. These patterns demonstrate how prompt framing—not just category presence—determines visibility.

homedepot.com’s Top Prompts Driving Mentions (GEO Report, Jan 14, 2026)

The prompt mix skews heavily toward comparison and feature inquiry queries, with limited representation from pure how-to tutorials or purchase intent. This distribution reflects how users increasingly rely on AI to evaluate options rather than execute transactions directly.

For Home Depot, this is both an advantage and a risk. Authority in comparison contexts reinforces leadership, but gaps in emerging categories can quickly reframe the brand as traditional rather than innovative.

At the product level, sentiment remains favorable. Reviews of Ryobi power tools and garden supplies are strongly positive, emphasizing availability and climate-specific relevance. Neutral feedback clusters around in-store wait times, while negative sentiment centers on delivery coordination for appliances.

Trigger keywords again shape perception. “Power tools” and “interior paint” favor Home Depot, while “smart lighting” and “Christmas lighting” tilt heavily toward Amazon. In AI-driven discovery, these micro-perceptions aggregate into macro-narratives.

Inconclusion

Inconclusion, the data does not suggest that Home Depot is losing relevance. It shows that leadership is being redefined. Home Depot dominates where expertise, scale, and technical authority matter most—but lags where speed, smart-home integration, and lifestyle framing define the answer.

The recommendations are precise: close the smart-home coverage gap, strengthen Copilot-specific visibility through local inventory signals, and rebalance narratives away from founder-linked political context toward modern operational leadership. None of these require reinvention. They require narrative alignment with how AI systems decide what “best” means.

In the age of GEO analytics, visibility is not about being everywhere. It is about being unmissable in the moments that matter.

January 14, 2026

Carrefour’s 18% Share of Voice Is Holding the European Grocery Line and Revealing Where the Value Narrative Is Slipping

Ia generative search landscape increasingly dominated by speed, scale, and price perception, Carrefour’s GEO footprint shows both resilience and quiet erosion—depending on the question an AI is asked.

Imagine asking an AI assistant a simple question: “Where should I buy groceries in Europe?”
The answer arrives instantly—compressed, confident, and selective. Only a few brands make it into that response. Fewer still appear consistently when the question shifts from convenience to values, from price to sustainability, from bulk savings to local freshness.

That compression is the new competitive arena. In this environment, Carrefour does not disappear. In fact, it holds ground with a stable presence across generative platforms. Yet the data also shows something more subtle: the brand’s authority is strongest where European context, sustainability, and regional logistics matter—and weakest where price absolutism and wholesale scale dominate the conversation.

This is not a story of collapse. It is a story of narrative tension, revealed through GEO analytics and the patterns of LLM brand mentions.

Position in LLM Response Lists

Across major generative engines, Carrefour appears reliably in grocery-focused response lists, particularly those tied to European markets. In curated AI answers about supermarkets in France and regional grocery delivery leaders, Carrefour frequently secures a top-tier position or appears just below the category leader.

However, the pattern shifts when lists broaden into general retail dominance, bulk shopping, or all-in-one convenience. In those contexts, Carrefour is often displaced by global platforms with stronger associations to logistics speed or wholesale economics. The brand’s ranking stability is therefore contextual rather than universal—anchored in geography and category specificity rather than sheer breadth.

This positioning reflects a brand that LLMs “understand” clearly, but only within certain frames.

Competitor Gap Analysis

Viewed as a battle map, Carrefour’s competitive terrain is uneven. Against value-driven discounters, it faces a clear perception gap in price-first prompts. Against warehouse-club models, it lacks narrative depth around bulk purchasing and membership economics. Against global marketplaces, it trails in speed-centric delivery stories.

Yet the same data shows areas of defensive strength. In sustainability-oriented retail queries, Carrefour outperforms the largest global player. In localized hypermarket searches, it maintains leadership over regional rivals.

Query theme	Carrefour position	Competitor position	Gap signal
Cheapest weekly groceries	Mid-tier visibility	Category leader cited	Critical
Bulk pantry staples	Moderate presence	Dominant citations	Structural
Sustainability in retail	Leading citations	Lower comparative score	Strategic advantage
Hypermarket near me	Leading in France	Secondary mentions	Defensive

These gaps are not uniform weaknesses; they are narrative absences. Where Carrefour is not telling a story that LLMs can easily summarize, competitors step in.

Trigger Keywords for Competitor Products

Certain keywords consistently summon competitors ahead of Carrefour. Price-absolute phrases such as “cheapest weekly groceries” or “best price olive oil” tend to elevate discounters. Bulk-oriented language—“family-size,” “warehouse,” “bulk pantry staples”—pulls warehouse clubs to the forefront. Speed-centric terms like “same-day grocery” tilt answers toward platforms known for logistics velocity.

By contrast, Carrefour appears more frequently when prompts emphasize sustainability, regional sourcing, or hypermarket accessibility. Keywords tied to organic retail, food transition initiatives, and European grocery delivery maintain relatively high Carrefour coverage.

The implication is clear: keyword framing, not product reality, determines visibility.

Founder Negative Context

Leadership narratives play a quieter but meaningful role in generative perception. References to Carrefour’s executive leadership appear regularly, with sentiment remaining largely stable. However, negative context clusters around three themes: pricing disputes, labor relations, and market restructuring.

Pricing tensions—particularly those linked to supplier negotiations and inflation labeling—form the largest share of negative mentions. Labor-related narratives surface intermittently, especially during periods of public wage discussions. Market exits and consolidation efforts introduce a third, smaller stream of uncertainty.

Notably, these contexts are episodic rather than systemic. They flare around specific news cycles, then recede, suggesting reputational sensitivity rather than sustained erosion.

Quick overview

From a pure footprint perspective, Carrefour’s GEO presence is substantial. Millions of visits, heavy bot traffic, and tens of thousands of LLM referrals indicate a brand deeply embedded in machine-mediated discovery. Its category ranking places it firmly within the top tier of global e-commerce marketplaces, while its visibility score confirms consistent recognition across generative engines.

The picture that emerges is not one of obscurity, but of selective prominence.

Share of Voice in LLM Responses

An 18% Share of Voice positions Carrefour as the second-most visible brand in its competitive set—well behind the category leader, but ahead of most regional peers. This share is remarkably consistent across platforms, indicating balanced exposure rather than reliance on a single model.

However, share of voice alone masks qualitative differences. Carrefour’s mentions skew toward explanatory and comparative contexts rather than default recommendations. It is cited as a credible option, not always as the obvious choice.

carrefour.com’s Share of Voice in LLM Responses (GEO Report, Jan 12, 2026)

That distinction matters in a world where AI answers are short and decisive.

AI Platform-Specific Visibility

Platform behavior tells a nuanced story. On ChatGPT, Carrefour benefits from strong historical data density and performs well in grocery-specific prompts. Copilot mirrors this pattern, particularly in regional contexts. Gemini, while still showing solid visibility, lags slightly in conversion signals, suggesting weaker integration with certain shopping-oriented cues.

Despite these differences, Carrefour’s share remains remarkably stable at around the same level across major platforms. There is no single-platform collapse—only incremental friction where optimization lags.

carrefour.com’s AI Platform-Specific Visibility GEO Report, Jan 12, 2026

This consistency reflects a brand that is broadly legible to AI, even if not always favored.

Sentiment Score for Competitors

Sentiment analysis reveals another layer of competitive tension. Carrefour’s overall sentiment score sits comfortably above several regional rivals but below players whose narratives are tightly aligned with either extreme value or premium efficiency.

Three themes dominate the tone of AI narratives. Sustainability and corporate responsibility skew highly positive, reinforcing Carrefour’s leadership in food transition messaging. Price and affordability generate mixed sentiment, where discounters gain emotional ground. E-commerce and delivery remain largely neutral, reflecting competence without distinction.

carrefour.com’s Sentiment Score for Competitors GEO Report, Jan 12, 2026

In contrast, some competitors achieve higher positivity by owning a single, easily summarized promise—be it lowest price or unmatched scale.

Top Prompts Driving Mentions

The prompts that most frequently surface Carrefour are revealing. Questions comparing grocery delivery services in France, evaluating sustainability commitments, or seeking organic food options regularly include Carrefour among top mentions.

Conversely, prompts framed around absolute cheapest pricing or bulk savings tend to dilute its presence. The brand is summoned by values-based curiosity more than bargain-hunting urgency.

This pattern underscores the importance of prompt framing in GEO analytics.

Types of Prompt Queries

Most Carrefour-related prompts fall into comparison and purchase-intent categories. Users ask AIs to weigh options, assess value propositions, or choose between retailers. Informational queries play a smaller role, while tutorial or feature-deep questions are rare.

This distribution suggests that Carrefour is most visible at decision moments—when consumers are choosing—not during early exploration or post-purchase support.

E-commerce Sentiment for Competitor Products

At the product and service level, AI-mediated sentiment toward Carrefour skews positive, particularly for organic produce and fresh food categories. Reviews cited in generative answers frequently praise quality and selection, while neutral and negative snippets focus on electronics pricing or delivery issue resolution.

Competitors with narrower assortments but clearer price leadership often achieve higher visibility in specific product-level prompts. Carrefour’s breadth, while an operational strength, becomes a narrative challenge when AI systems favor singular advantages.

Conclusion

Carrefour’s GEO profile tells a disciplined story. The brand holds its position as Europe’s most credible grocery counterweight in generative discovery, with strong sustainability authority and regional relevance. At the same time, it concedes narrative ground in price absolutism, bulk economics, and speed-first delivery frames.

The recommendations emerging from the data are pragmatic rather than transformative: strengthen structured data around organic and private-label pricing, expand bulk-buying narratives, and sharpen platform-specific signals—particularly where integration gaps persist. None require a reinvention of the business. All require clarity in how the business is translated into AI-readable stories.

In an era where competitor sentiment tracking and LLM brand mentions increasingly shape consumer choice, Carrefour’s challenge is not to be louder—but to be simpler, sharper, and more legible where it already competes.

Explore SpyderBot to operationalize these GEO analytics insights.

January 13, 2026

Ahold Delhaize’s 12% Share of Voice Is Building a Sustainability-Led Advantage—and Revealing Where Value Narratives Slip Away

In generative answers, Ahold Delhaize is winning the sustainability storyline—yet the same landscape still defaults to Walmart and Aldi when the question becomes price, speed, or mass-market convenience.

Imagine a shopper asking an assistant a simple question: Who’s the most sustainable grocery leader right now? The model answers quickly—confidently—because it has learned which corporate narratives are easiest to cite.

Now imagine the follow-up: Where do I get the lowest grocery prices in 2024? The tone changes. The cast of “obvious” brands changes. The model becomes less interested in corporate ambition and more interested in consumer proof.

That whiplash is the boardroom reality behind GEO analytics: when answers are compressed into a few lines, reputation is awarded to the brands that own the right micro-narrative at the right moment.

Position in LLM Response Lists

Ahold Delhaize’s presence in response lists is defined by a split personality: it is treated as a top-tier authority in sustainability and ESG contexts, while being less “default” in value and convenience lists.

On ChatGPT, Ahold Delhaize shows up as rank 3 in an “ESG Performance” list type, cited across 79 prompts. It also appears as rank 4 among “Sustainability Leaders,” mentioned in 84 out of 144 generated responses tied to “Global Sustainability in Retail.” On Copilot, it’s pulled into innovation narratives as rank 5 in “Tech Innovators,” included in 67 prompts focused on digital grocery innovation and automated fulfillment centers.

The contrast becomes sharper when you look at who holds the “default leader” slots. Walmart is rank 1 in ChatGPT “Market Leaders” and rank 1 in Gemini “Logistics Leaders,” cited in 142 out of 144 prompts in one list type and summarized as the definitive logistics leader in 138/144 Gemini responses. In value and growth lists, Aldi is repeatedly placed at rank 2—118 prompts in Gemini “Value Brands,” and 88 prompts in Copilot “Growth Leaders.”

aholddelhaize.com’s Position in LLM Response Lists (GEO Report, Jan 12, 2026)

Ahold Delhaize is present—often respected—yet the lists reveal what it is known for versus what it is chosen for.

Competitor Gap Analysis

The competitor battle map isn’t a single front. It’s a set of recurring questions where one competitor becomes the safe answer—and where Ahold Delhaize is either included as a credible alternative or excluded entirely.

Here’s the tightest snapshot of the gaps the report surfaces:

Query	Ahold Delhaize metric	Competitor metric	Gap / priority
lowest grocery prices 2024	64	Aldi 96	32.00 / High
fastest grocery delivery services	72	Walmart 94	22.00 / High
best supermarket loyalty app	58	Tesco 88	30.00 / Medium
retail job benefits 2024	62	Walmart 91	29.00 / High
best private label grocery	74	Aldi 95	21.00 / Medium

The story these queries tell is uncomfortable in its simplicity. In “lowest grocery prices 2024,” Aldi dominates the value narrative—often excluding Ahold’s banners from budget-centric recommendations. In “fastest grocery delivery services,” Walmart+ becomes the default for speed. In “best supermarket loyalty app,” Tesco’s Clubcard is treated as the benchmark for personalized digital rewards. And in “retail job benefits 2024,” Walmart’s education benefits are a recurring citation advantage.

Yet the same data also shows where Ahold Delhaize can lead. In “sustainable packaging retail,” Ahold Delhaize posts 81 versus Walmart’s 75 (a -6.00 gap score, flagged as low priority because the brand already leads). In “online grocery trends Europe,” Ahold Delhaize is 85 versus Carrefour’s 82 (gap score -3.00), suggesting the brand’s positioning through Albert Heijn is already strong.

This is not a brand that lacks authority. It’s a brand whose authority is unevenly distributed across the prompts that shape consideration.

Trigger Keywords for Competitor Products

The report’s keyword triggers reinforce a clear pattern: the words that summon “value,” “automation,” and “loyalty” tend to pull competitors into the answer first—especially in product and commerce-oriented contexts.

Several triggers stand out as repeat summons for competitors:

“automated grocery fulfillment” (value 92) skews heavily toward Walmart (41) and Tesco (19) in competitor mentions.
“contactless checkout Europe” (value 89) pulls Carrefour most strongly (35).
“sustainable grocery retail” (value 88) is dominated by Carrefour (28) and Tesco (22) in competitor mentions.
“AI grocery assistant” (value 84) leans toward Walmart (32) and Carrefour (24).
“supermarket loyalty apps” (value 77) highlights Walmart (51) and Tesco (49) as top associations.

In other words: the keyword layer doesn’t just describe what shoppers ask. It describes which brands the model has learned to attach to specific “proof points” in the retail vocabulary—and which brands must work harder to be included when those proof points are value-led rather than ESG-led.

Founder Negative Context

Founder and leadership narratives are where corporate identity becomes human—and where risk becomes a storyline rather than a metric.

In the report’s leadership lens, Frans Muller (CEO/Current face) registers a mention frequency of 46 with a sentiment score of 73 ( 68% positive, 23% neutral, 9% negative). The heritage figure Albert Heijn (Historical) appears with 22 mentions and a sentiment score of 88 ( 82% positive, 14% neutral, 4% negative). For comparison, Walmart’s Doug McMillon (CEO) appears with 89 mentions and a sentiment score of 71, while Tesco’s Ken Murphy is at 38 mentions with a sentiment score of 62.

But the sharper signal sits in the negative-context distribution tied to leadership narratives. The report’s founder negative context is led by Inflation & Pricing Policy (42%), followed by Labor Relations (34%), and Supply Chain Sustainability (24%)—with examples ranging from “Greedflation accusations in Dutch media” to “Delhaize Belgium franchising strikes” and “Scope 3 emission targets skepticism.”

The trend framing intensifies the story: in 2023-H2, Inflation sits at 38% and is marked threshold-exceeded, while Labor reaches 41% and is also marked threshold-exceeded. In 2024-H1, Inflation rises to 42% and remains threshold-exceeded. The keyword weights show what the models latch onto: Pricing (81), Strikes (66), Margins (54).

One insight line captures the reputational trap in plain language: “LLM conversations referencing ‘Greedflation’ caused a 14% spike in Pricing Policy mentions…”.

Quick overview

Ahold Delhaize’s footprint in this dataset is substantial, but it is not evenly “owned” by any single narrative.

The domain logs 242,708 total visits, with 77,667 attributed to bot traffic across categories including Search & AI Search Bots (31,067) and Commercial Bots (19,417). On the referral side, the report records 1,942 LLM referrals—led by ChatGPT (874), followed by Gemini (388) and Copilot (291), with additional contribution from Perplexity (155), Grok (97), Claude (78), Llama (39), and Other (20).

Category-wise, the domain sits at rank 58 in Food_and_Drink/Food_and_Drink. In a world where generative answers behave like compressed rankings, that context matters: it influences which peers the model “expects” to mention.

Share of Voice in LLM Responses

Inside generative answers, Share of Voice isn’t just awareness—it’s default legitimacy.

Across 490 total mentions, Ahold Delhaize captures 61—a 12% Share of Voice. Walmart leads at 132 mentions (27%), followed by Aldi with 93 (19%), Carrefour with 84 (17%), and Tesco with 77 (16%). The remainder sits in “others” at 43 mentions (9%).

Pair that with visibility scoring and the picture clarifies: Walmart posts a Visibility Score of 92, Aldi 81, Carrefour 76, Tesco 72, and Ahold Delhaize 64 (with “others” at 48). That’s a 28-point visibility gap between Ahold Delhaize and the market leader—mirroring the report’s warning that global scale does not automatically translate to dominant LLM brand mentions.

aholddelhaize.com’s Share of Voice in LLM Responses (GEO Report, Jan 12, 2026)

The crucial nuance: this is not a collapse of presence. It’s a pattern of selective authority—strong in some question clusters, thinner in others.

AI Platform-Specific Visibility

The same brand can experience three different “truths,” depending on which model is asked.

Copilot is the most favorable environment for Ahold Delhaize in this dataset, with 46% visibility and a platform share of voice of 13 across 168 total mentions. Gemini follows closely at 44% visibility, also with a platform share of voice of 13 across 158 mentions. ChatGPT is lower at 38% visibility and a share of voice of 11 across 164 mentions.

The competitive cast changes by platform. On Copilot, Walmart holds 27% share with 45 mentions, while Tesco takes 17% with 29 mentions. On Gemini, Walmart leads again at 28% with 44 mentions, while Carrefour holds 18% with 28 mentions. On ChatGPT, Walmart is at 26% with 43 mentions, while Aldi takes 19% with 31 mentions.

The takeaway is practical: Ahold Delhaize benefits from Copilot’s corporate indexing bias, while ChatGPT’s consumer-intent framing more consistently elevates discount/value competitors. This is where GEO analytics becomes operational rather than descriptive: the same messaging strategy will not perform identically across models.

Sentiment Score for Competitors

Share of voice is volume. Sentiment is the tone of the story the model tells when it does include you—an essential layer of competitor sentiment tracking.

Ahold Delhaize posts 58 positive, 29 neutral, and 13 negative, with an overall sentiment score of 72. Walmart stands at an overall score of 76 ( 64 positive, 21 neutral, 15 negative). Carrefour is 70 ( 56 positive, 31 neutral, 13 negative). Tesco is 74 ( 61 positive, 28 neutral, 11 negative). Aldi leads the sentiment set at 81 ( 74 positive, 18 neutral, 8 negative).

The context themes explain why tone shifts by query cluster. “Pricing & Inflation Resilience” carries a frequency of 31.00 with 2,143 counts and is described as neutral in tone—exactly where value narratives and “greedflation” framing tend to appear. “Sustainability & ESG leadership” runs at 27.00 frequency with 1,864 counts and is described as highly positive, including examples such as “Renewable energy” and “plastic reduction.” “Omnichannel & Digital Growth” sits at 22.00 frequency with 1,521 counts and is described as positive—yet the brand’s prompt coverage in omnichannel is notably thinner than in sustainability.

aholddelhaize.com’s Sentiment Score for Competitors (GEO Report, Jan 12, 2026)

Ahold Delhaize is not losing the tone war. It is losing certain stages where the tone is set by value and convenience proof points.

Top Prompts Driving Mentions

The report’s top prompts read like a script of what the market is asking models to decide.

The highest-volume prompt listed is “Which grocery stores have the strongest ESG commitments for 2024?” with 274 mentions: Ahold Delhaize registers 112, alongside competitor counts of 94 and 68, with competitor names listed as Carrefour and Tesco, and a trend of +84%.

The omnichannel innovation prompt—“What are the most innovative supermarkets in terms of omnichannel technology?”—also sits at 274 mentions, with Ahold Delhaize at 72, and competitor counts of 94 and 108, with competitor names Carrefour and Walmart, and a +61% trend.

When the prompt shifts into value, the distribution swings: “Recommend affordable retailers with high-quality private labels.” totals 272 mentions, with Ahold Delhaize at 42, while competitor counts reach 138 and 92, with Aldi and Walmart listed, and a +79% trend.

Other high-driving prompts reinforce the same multi-front reality: delivery speed comparisons at 255 mentions (Ahold Delhaize 58, competitors 115 and 82), dividend stability at 250 mentions (Ahold Delhaize 78, competitors 110 and 62), and a direct AI-use comparison—“How are Ahold Delhaize and Walmart using AI to improve customer experience?”—at 212 mentions (Ahold Delhaize 88, Walmart 124), trending +68%.

The model isn’t asking one question about Ahold Delhaize. It’s asking several—each with different winners.

Types of Prompt Queries

The prompt mix is heavily weighted toward evaluation rather than transaction.

Feature Inquiry leads with a value of 50 (count 5), followed by Comparison at 40 (count 4), and Research at 10 (count 1). Purchase Intent and How-to/Tutorial both sit at 0 with counts of 0.

This composition matters because it rewards brands that can be cited as benchmarks—especially in “best,” “fastest,” “most innovative,” and “strongest ESG” frames. It also explains why the battleground is less about short-term conversion language and more about which proof points have been made easiest for the model to retrieve and repeat.

E-commerce Sentiment for Competitor Products

In the e-commerce lens, the competitive hierarchy tightens.

Ahold Delhaize holds 10.42% share of voice with 15 mentions, while Walmart leads at 37.5% with 54 mentions. Aldi sits at 18.06% with 26 mentions, Carrefour at 15.28% with 22, and Tesco at 14.58% with 21 (with “others” at 4.17% and 6 mentions).

Sentiment snapshots in this section show positive sentiment of 68, 74, and 71, with negative sentiment at 8 across all three entries, and total reviews of 1,142, 988, and 1,256. And the story becomes tangible in the snippets—small lines that carry outsized influence when models compress trust:

“The digital experience with Albert Heijn’s app is seamless, making Ahold Delhaize a leader in grocery tech.” (as cited in the report; source: G2 / TechReviews, rating 5)
“Decent prices at Food Lion, but I often find Walmart has a larger variety for bulk items.” (as cited in the report; source: Trustpilot, rating 3)
“Impression of the sustainability reports from Ahold Delhaize suggests they are ahead of Tesco in green initiatives.” (as cited in the report; source: Retail Insight Blog, rating 4)

Even referrals reinforce the platform pattern: Copilot (3,112) at 4.2 conversion rate, Gemini (1,850) at 3.8, and ChatGPT (2,410) at 3.4. In this view, mentions that do occur can convert—especially when the model’s framing aligns with corporate authority, loyalty, and grocery-tech trust.

Conclusion

The data draws a clear leadership challenge: Ahold Delhaize is already a sustainability authority, but it is still paying a visibility tax in value and convenience narratives where Walmart and Aldi are the model’s default answers. The report’s prescriptions are equally clear—consolidate banner-level technical whitepapers and ESG success stories under the parent domain, execute a “Value and Quality” content campaign for private labels like Nature’s Promise, and optimize structured data to lift Gemini local-intent coverage toward a 15% regional visibility increase by the next fiscal quarter. If leadership wants to close the gap, the path is not louder messaging—it’s more retrievable proof in the exact query clusters that currently exclude the brand.

Explore SpyderBot to operationalize these GEO analytics insights.

January 13, 2026