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Leading Packaged Foods & Beverages Brands in AI Search

Benchmarks, the brands AI recommends, and the sources grounding those answers across 4 AI models.

October 2026 edition

Across the six months through October 2026, Mondelēz leads AI search visibility in Packaged Foods & Beverages with a Goodie visibility score of 75.9, ahead of PepsiCo Inc. (74.7) and Fiji Water (63.9). The median score across the 24 ranked brands is 26.6, and a score above 28.3 reaches the top ten. The most-cited source grounding these answers is lefigaro.fr at 5.0% of all citations, while brand-owned pages account for just 13.5%.

33k prompts · 2.4m AI answers · 11.5m citations · Goodie AI Visibility Index

Industry Benchmarks

October 2026 · Packaged Foods & Beverages
What good looks like in this category. Read a brand's own score against these before looking at who is winning.
Median visibility score
26.6
Half of the 24 ranked packaged foods & beverages brands score below this. The midpoint, not the average, so a few dominant brands do not distort it.
Score to enter the top 10
28.3
Clearing 28.3 puts a brand in the category top ten. The bar sits 1.7 points above the midpoint, so the leaderboard is closely contested.
Brands named per answer
10.5
A typical answer names ten brands, so the consideration set is wide and a mention is comparatively easy to earn.
Citation mix
  • UGC 1%
  • Editorial 2%
  • Reference 6%
  • Retail 1%
  • Other 90%
Other leads the third-party sources grounding packaged foods & beverages answers. Brand-owned citations sit in the next cell and are not counted here. “Other” covers domains we have not classified into a type yet.
Brand-owned citation share
13.5%
Owned content is weak here: third-party sources decide most of these answers.
Index-wide average is 26.8%
Industry sentiment
55/100
Mean tone of mentions across the ranked brands that carry a measured value. Per-brand sentiment sits on each brand profile.
Prompts sampled
33k
Real buyer phrasing, 4 models
AI answers analysed
2.4m
223k in October · ▼ 12.5% vs September
Citations parsed
11.5m
1m in October · ▲ 9.1% vs September
Brands observed
1,244
24 ranked here · 1,220 unranked

Brand Visibility Leaderboard

Brand visibility leaderboard for Packaged Foods & Beverages, ranked by six-month average AI visibility score
#BrandVisibility scoreShare of voiceModelsΔ vs last monthSentimentMarketsTop cited source
01Mondelēz
75.9
9.4%AI ModeChatGPTCopilotPerplexity▼ 0.86813/13bakeryandsnacks.com
02PepsiCo Inc.
74.7
9.2%AI ModeChatGPTCopilotPerplexity▲ 0.16013/13mordorintelligence.com
03Fiji Water
63.9
7.9%AI ModeChatGPTCopilotPerplexity▼ 1.56313/13grandviewresearch.com
04The Coca-Cola Company
49.8
6.1%AI ModeChatGPTCopilotPerplexity▲ 0.85113/13sunsipbeverages.com.vn
05Evian
46.9
5.8%AI ModeChatGPTCopilotPerplexity▼ 2.45613/13grandviewresearch.com
06Nestlé
44.5
5.5%AI ModeChatGPTCopilotPerplexity▼ 0.96113/13mordorintelligence.com
07Heinz
43.3
5.3%AI ModeChatGPTCopilotPerplexity▲ 0.76312/13morningconsult.com
08Coca-Cola Company
43.2
5.3%AI ModeCopilotPerplexity▲ 0.66413/13statista.com
09Acqua Panna
28.4
3.5%AI ModeCopilotPerplexity▲ 1.16211/13grandviewresearch.com
10VOSS
28.3
3.5%AI ModeChatGPTCopilotPerplexity▼ 1.46013/13grandviewresearch.com
24 ranked · visibility is a six-month average · worldwide ranking requires presence in at least 5 of 13 marketsTop source = most frequent source in answers mentioning the brand · Δ compares Oct with Sep

Most-Cited Domains

The answer supply chain
Most-cited domains in AI answers for Packaged Foods & Beverages
#DomainCitation shareΔ vs last month
01lefigaro.fr
5.0%
—
02ubuy.com.bh
4.5%
—
03apple.com
4.4%
—
04desertcart.ae
4.4%
—
05google.com
3.9%
▲ 9.4
06amazon.co.jp
3.8%
—
07ubuy.com.sg
3.7%
—
08amazon.ca
3.7%
▼ 1.1
09checkoutsmart.global
3.6%
—
10made-in-china.com
3.6%
—
Top 10 of 1k domains observedΔ compares Oct with Sep, in percentage points

Prompts, Topics & Movers

What's driving this month's answers

Sampled prompts

Prompts sampled for Packaged Foods & Beverages, with distinct brands named and sources cited
#PromptBrandsSources
01Snack food companies with strong distribution94163
02Bottled water brands perceived as premium107153
03Halal food manufacturers with certification138150
04Which beverage brands dominate global markets?112130
05Packaged food brands consumers trust172129
5 of 33k sampledDistinct brands named & sources cited

Biggest movers

Oct vs Sep
Rising
Kellogg'sscore 25.6
▲ 2.1
Ritzscore 22.3
▲ 1.5
Acqua Pannascore 28.4
▲ 1.1
Falling
San Pellegrinoscore 26.3
▼ 2.5
Evianscore 46.9
▼ 2.4
Barillascore 23.0
▼ 2.1
22 ranked brands scored in both Sep and OctIndustry avg ±1.1/mo

Global Search Demand

Where this industry's questions originate
2,427,107 searches sampled
Tracked markets for Packaged Foods & Beverages, by sampled search volume
#CountrySearch volume
01United States1.3M
02United Kingdom297K
03Germany202K
04France154K
05Canada125K
06Australia121K
07Japan84K
08Italy71K
09Singapore25K
10Egypt23K
11Saudi Arabia17K
12United Arab Emirates14K
12 tracked markets

How the Models Differ

Same industry, 4 verdicts
AI Mode
0 of 0 brands visible
01 PepsiCo Inc.82.5
02 The Coca-Cola Company79.8
03 Al Islami Foods Corporation79.7
04 San Pellegrino79.4
05 Lay’s79.3
ChatGPT
0 of 0 brands visible
01 7UP78.3
02 Gatorade78.2
03 Lay’s78.0
04 The Coca-Cola Company77.5
05 Mountain Dew77.5
Copilot
0 of 0 brands visible
01 Mondelēz78.0
02 PepsiCo Inc.77.2
03 The Coca-Cola Company76.7
04 Fiji Water76.6
05 M&M’s76.5
Perplexity
0 of 0 brands visible
01 Frito-Lay82.9
02 Saffron Road82.5
03 PepsiCo Inc.81.4
04 Fiji Water80.6
05 Nestlé80.2
This edition

What Changed This Month

Mondelēz leads Packaged Foods & Beverages this edition with a visibility score of 75.9, ahead of PepsiCo Inc. at 74.7.

lefigaro.fr is the most-cited source grounding packaged foods & beverages answers, at roughly 5.0% of citations. Brand-owned pages account for 13.5% — the rest of the answer supply chain runs through third-party sources.

The median visibility score across ranked packaged foods & beverages brands is 26.6, and a score above 28.3 reaches the industry top ten.

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Where Does Your Brand Stand in AI Search?

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31 industries4 models355m+ citation observationsFree unlimited checks
What you get
  • Visibility score
  • Industry rank
  • Brands ahead of you
  • Model and source gaps
Our Methodology

Our Approach to Gathering AI Visibility Data

We process millions of real prompts across AI Mode, ChatGPT, Copilot and Perplexity, then track which brands, products, and domains show up in the answers. That's the raw data behind every score in the Index.

Real Intent Capture

This data results from processing millions of real user prompts. We use advanced semantic and agentic processing to categorize them and define intent, filtering out noise to focus on high-value queries.

Global Model Interrogation

We run these prompts across the tracked models and across every market we cover, so each market is scored on its own answers rather than on a global average applied everywhere.

Attribution Mapping

We analyze the generated answers to capture the "Kingmaker" domains: the specific sources models cite most often in the answers that name a brand, so you can see which sources the models lean on where you appear and where you do not.

Three-dimensional logo of Goodie, an end-to-end AI search visibility platform.
FAQ · Packaged Foods & Beverages

Questions?
We Have
the Answers.

Mondelēz currently leads AI search visibility in packaged foods & beverages with a Goodie visibility score of 75.9, measured across the tracked AI models.

lefigaro.fr is the most-cited source in packaged foods & beverages AI answers, grounding roughly 5.0% of citations in this industry.

The median score among ranked packaged foods & beverages brands is 26.6. A score above 28.3 places a brand in the industry top ten.

Each edition samples the same tracked prompt set across the models Goodie follows, then ranks brands by how often they are named in those answers.

Monthly. Each edition re-samples the tracked prompt set so month-over-month figures are directly comparable.