ChatGPT cut

Leading Packaged Foods & Beverages Brands in AI Search in the United States

The same monthly sample, re-ranked using only ChatGPT answers.

October 2026 edition

Across the six months through October 2026, Crescent Foods leads AI search visibility in Packaged Foods & Beverages on ChatGPT in United States with a Goodie visibility score of 80.5, ahead of Quaker (79.5) and Saffron Road (78.9). The median score across the 10 ranked brands is 77.3, and a score above 73.1 reaches the top ten. The most-cited source grounding these answers is botledwater.com at 3.6% of all citations, while brand-owned pages account for just 19.0%.

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

Industry Benchmarks

October 2026 · Packaged Foods & Beverages · ChatGPT
What good looks like in this category. Read a brand's own score against these before looking at who is winning.
Median visibility score
77.3
Half of the 10 ranked packaged foods & beverages brands score below this. The midpoint, not the average, so a few dominant brands do not distort it.
Index-wide median is 70.1
Score to enter the top 10
73.1
Clearing 73.1 puts a brand in the category top ten. The bar sits 4.2 points below the midpoint, so the leaderboard is closely contested.
Brands named per answer
12.3
A typical answer names twelve brands, so the consideration set is wide and a mention is comparatively easy to earn.
Index-wide average is 8.5
Citation mix
  • UGC 3%
  • Editorial 5%
  • Reference 19%
  • Retail 2%
  • Other 71%
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
19.0%
Owned content is weak here: third-party sources decide most of these answers.
Index-wide average is 26.8%
Industry sentiment
49/100
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
10 ranked here · 1,234 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 monthSentimentTop cited source
01Crescent Foods
80.5
10.5%ChatGPT▲ 3.647halalcc.org
02Quaker
79.5
10.3%ChatGPT—28brandspark.com
03Saffron Road
78.9
10.3%ChatGPT—37halalcc.org
04Mondelēz
78.2
10.2%ChatGPT—66expertmarketresearch.com
05Lipton
77.3
10.0%ChatGPT—18alibaba.com
06Fiji Water
77.3
10.0%ChatGPT—73grandviewresearch.com
07The Coca-Cola Company
77.0
10.0%ChatGPT—64statista.com
08VOSS
74.1
9.6%ChatGPT—65grandviewresearch.com
09Kellogg's
73.4
9.5%ChatGPT—29fooddive.com
10PepsiCo Inc.
73.1
9.5%ChatGPT—60expertmarketresearch.com
10 ranked · visibility is a six-month averageTop 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
01botledwater.com
3.6%
—
02linkedin.com
3.6%
—
03wikipedia.org
3.2%
—
04halalcc.org
2.3%
▼ 2.9
05sec.gov
2.3%
▲ 2.6
06morningconsult.com
2.3%
—
07flavor365.org
1.8%
—
08ab-inbev.com
1.8%
—
09alibaba.com
1.8%
—
10aqua-amore.com
1.8%
—
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 distribution6332
02Which beverage brands dominate global markets?7431
03Halal food manufacturers with certification4027
04Packaged food brands consumers trust4125
05Bottled water brands perceived as premium5021
5 of 33k sampledDistinct brands named & sources cited

Biggest movers

Oct vs Sep
Rising
Crescent Foodsscore 80.5
▲ 3.6
Falling

No falling brands this month.

1 ranked brands scored in both Sep and OctIndustry avg ±3.6/mo

Global Search Demand

Where this industry's questions originate
1,562,752 searches sampled
Tracked markets for Packaged Foods & Beverages, by sampled search volume
#CountrySearch volume
01United States795K
02United Kingdom207K
03Germany133K
04France115K
05Canada93K
06Australia77K
07Japan47K
08Italy45K
09Singapore16K
10Egypt15K
11Saudi Arabia11K
12United Arab Emirates9K
12 tracked markets
This edition

What Changed This Month

Crescent Foods leads Packaged Foods & Beverages this edition with a visibility score of 80.5, ahead of Quaker at 79.5.

botledwater.com is the most-cited source grounding packaged foods & beverages answers, at roughly 3.6% of citations. Brand-owned pages account for 19.0% — the rest of the answer supply chain runs through third-party sources.

The median visibility score across ranked packaged foods & beverages brands is 77.3, and a score above 73.1 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.

Crescent Foods currently leads AI search visibility in packaged foods & beverages with a Goodie visibility score of 80.5, measured across the tracked AI models.

botledwater.com is the most-cited source in packaged foods & beverages AI answers, grounding roughly 3.6% of citations in this industry.

The median score among ranked packaged foods & beverages brands is 77.3. A score above 73.1 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.