AI Mode cut

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

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

October 2026 edition

Across the six months through October 2026, PepsiCo Inc. leads AI search visibility in Packaged Foods & Beverages on AI Mode in United Kingdom with a Goodie visibility score of 84.0, ahead of Heinz (82.9) and Kellogg's (82.1). The median score across the 10 ranked brands is 80.8, and a score above 77.2 reaches the top ten. The most-cited source grounding these answers is google.com at 10.2% of all citations, while brand-owned pages account for just 9.5%.

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

Industry Benchmarks

October 2026 · Packaged Foods & Beverages · AI Mode
What good looks like in this category. Read a brand's own score against these before looking at who is winning.
Median visibility score
80.8
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 71.9
Score to enter the top 10
77.2
Clearing 77.2 puts a brand in the category top ten. The bar sits 3.6 points below the midpoint, so the leaderboard is closely contested.
Brands named per answer
10.8
A typical answer names eleven brands, so the consideration set is wide and a mention is comparatively easy to earn.
Index-wide average is 7.6
Citation mix
  • UGC 6%
  • Editorial 4%
  • Video 2%
  • Reference 10%
  • Other 78%
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
9.5%
Owned content is weak here: third-party sources decide most of these answers.
Index-wide average is 26.8%
Industry sentiment
66/100
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
01PepsiCo Inc.
84.0
10.4%AI Mode▲ 5.364linkedin.com
02Heinz
82.9
10.3%AI Mode—75thegrocer.co.uk
03Kellogg's
82.1
10.2%AI Mode—63thegrocer.co.uk
04Asia Tandoori
81.5
10.1%AI Mode—57google.com
05Mondelēz
81.4
10.1%AI Mode—68bakeryandsnacks.com
06Anheuser-Busch InBev
80.2
9.9%AI Mode—74beveragedaily.com
07Coca-Cola Company
80.0
9.9%AI Mode—68beveragedaily.com
08Quaker
79.0
9.8%AI Mode▲ 3.865thegrocer.co.uk
09The Coca-Cola Company
78.9
9.8%AI Mode▲ 8.455linkedin.com
10Nestlé
77.2
9.6%AI Mode—67finance.yahoo.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
01google.com
10.2%
—
02sphericalinsights.com
5.5%
—
03halalhmc.org
5.0%
—
04finance.yahoo.com
4.5%
—
05market.us
4.5%
—
06newsweek.com
4.5%
—
07yahoo.com
4.1%
—
08joybuy.co.uk
3.6%
—
09mordorintelligence.com
3.6%
—
10ufoodin.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
01Bottled water brands perceived as premium3486
02Halal food manufacturers with certification6680
03Which beverage brands dominate global markets?5575
04Packaged food brands consumers trust5664
05Snack food companies with strong distribution4741
5 of 33k sampledDistinct brands named & sources cited

Biggest movers

Oct vs Sep
Rising
▲ 8.4
PepsiCo Inc.score 84.0
▲ 5.3
Quakerscore 79.0
▲ 3.8
Falling

No falling brands this month.

3 ranked brands scored in both Sep and OctIndustry avg ±5.8/mo

Global Search Demand

Where this industry's questions originate
776,799 searches sampled
Tracked markets for Packaged Foods & Beverages, by sampled search volume
#CountrySearch volume
01United States449K
02United Kingdom81K
03Germany63K
04Australia40K
05France35K
06Canada30K
07Japan28K
08Italy25K
09Singapore8K
10Egypt7K
11Saudi Arabia6K
12United Arab Emirates4K
12 tracked markets
This edition

What Changed This Month

PepsiCo Inc. leads Packaged Foods & Beverages this edition with a visibility score of 84.0, ahead of Heinz at 82.9.

google.com is the most-cited source grounding packaged foods & beverages answers, at roughly 10.2% of citations. Brand-owned pages account for 9.5% — the rest of the answer supply chain runs through third-party sources.

The median visibility score across ranked packaged foods & beverages brands is 80.8, and a score above 77.2 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.

PepsiCo Inc. currently leads AI search visibility in packaged foods & beverages with a Goodie visibility score of 84.0, measured across the tracked AI models.

google.com is the most-cited source in packaged foods & beverages AI answers, grounding roughly 10.2% of citations in this industry.

The median score among ranked packaged foods & beverages brands is 80.8. A score above 77.2 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.