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Food · a live data story

Food Delivery,
according to AI

Every week we ask ChatGPT, Claude and Gemini the questions real UK consumers ask about food delivery — and record exactly which brands they put forward. Right now, Deliveroo owns the conversation.

0 AI answers this run · 0 brands named · measured, never estimated

The podium

Deliveroo is the default answer.

Named in 73% of food delivery answers, typically in position 2.1. Uber Eats follows at 72%, Just Eat at 68%.

Uber Eats
72% of answers
Deliveroo
73% of answers
Just Eat
68% of answers
The full board

Every brand AI names, ranked.

Visibility is the share of answers naming the brand; citation share is its slice of all brand-owned pages cited; read→cited is how often its pages convert a read into a citation.

#BrandVisibilityAvg. positionCitation shareRead→cited
1Deliveroo 73% 2.1 18% 16%
2Uber Eats 72% 2.8 33% 19%
3Just Eat 68% 2.8 24% 33%
4Tesco 17% 1.6 3%
5Asda 15% 2.9 3%
6Ocado 12% 3.4 0%
7Sainsbury's 8% 3.6 6% 0%
8Morrisons 7% 3.5 0%
9Foodhub 7% 4.0 3% 100%
10Co-op 7% 6.0 0%
11Amazon Fresh 5% 5.3 0%
12AllTap 3% 3.5 6% 100%
13Waitrose 3% 4.5 0%
14Snappy Shopper 3% 6.0 0%
15Getir 3% 7.0 0%
What AI wants here

Food Delivery is decided on affinity.

Being named is visibility. Underneath it, every answer describes a brand in three ways — how much it stands out, how much it belongs, and how much it is returned to. In food delivery, Amazon Fresh leads affinity at 104 against Gopuff at 78, indexed on the category at 100.

Affinity
Amazon Fresh104
Gopuff78
26-point spread · tracks being named 0.19
Attraction
Amazon Fresh109
Asda84
25-point spread · tracks being named 0.32
Attachment
Amazon Fresh108
Gopuff94
14-point spread · tracks being named 0.44
Amazon Fresh: Attraction 109, Affinity 104, Attachment 108
Amazon Fresh
Complete desire
Ocado: Attraction 109, Affinity 104, Attachment 105
Ocado
Complete desire
Uber Eats: Attraction 107, Affinity 99, Attachment 107
Uber Eats
Performance brand
AttractionAffinityAttachment

Each whorl lights one ring per index threshold cleared. See the full food delivery desire edition →

What AI searched for first

Before it answers, it goes looking for Deliveroo.

An assistant does not answer from memory alone. It runs its own web searches first, and whoever it searches for is the shortlist it then chooses from. Across 54 searches in food delivery, Deliveroo is named in 45% of the ones that name a brand at all. ChatGPT Web does not report its searches, so these shares are measured against the ones that do.

Deliveroo 45%
Uber Eats 29%
Just Eat 26%
Claude
Searches per question1.5
Names a brand17%
Names a year33%
Goes to a site0%
Gemini
Searches per question1.6
Names a brand26%
Names a year10%
Goes to a site0%
ChatGPT
Searches per question1.2
Names a brand64%
Names a year27%
Goes to a site36%
UK independent restaurants discovery platform cuisines local restaurants OpenTable SquareMeal Time Out 2026
ChatGPT
UK takeaway best value portion size price kebab curry Chinese fish and chips meal deals 2026
ChatGPT
UK delivery apps virtual brands how to identify Deliveroo Uber Eats Just Eat consumer
ChatGPT
UK late night food delivery open past midnight Deliveroo Uber Eats Just Eat official
ChatGPT

These are the assistants' own searches, read from their answers — not what anyone typed into a search engine.

Who AI trusts here

The referees of food delivery.

The independent sources AI models cite when answering food delivery questions — the places a brand needs to be seen, reviewed and ranked.

reddit.com 11 cites
deliverect.com 5 cites
owndeliv.com 5 cites
enatega.com 4 cites
cloudkitchens.com 3 cites
facebook.com 3 cites
feast-magazine.co.uk 3 cites
moneysavingexpert.com 3 cites
theguardian.com 3 cites
ukgic.com 3 cites
Read is not cited

Just Eat converts reads into citations. Deliveroo doesn't.

When Claude or ChatGPT opens a brand's own pages while answering, does the page make the cited-sources list? Just Eat converts 33% of reads; Deliveroo just 16%. That gap is a content problem, not a visibility problem.

Just Eat · read 18×33%
Uber Eats · read 31×19%
Deliveroo · read 37×16%
Full data table
#BrandVisibilityAvg. positionCitation shareRead→cited
1Deliveroo73%2.118%16%
2Uber Eats72%2.833%19%
3Just Eat68%2.824%33%
4Tesco17%1.63%
5Asda15%2.93%
6Ocado12%3.40%
7Sainsbury's8%3.66%0%
8Morrisons7%3.50%
9Foodhub7%4.03%100%
10Co-op7%6.00%
11Amazon Fresh5%5.30%
12AllTap3%3.56%100%
13Waitrose3%4.50%
14Snappy Shopper3%6.00%
15Getir3%7.00%
Which AI you ask

The models do not agree on who leads.

Ask about food delivery and the brand you are shown depends on the assistant: Claude → Deliveroo, Gemini → Deliveroo, ChatGPT → Uber Eats. Their top-five lists share just 67% of names.

Claude recommends
Deliveroo
named in 55% of its answers
Gemini recommends
Deliveroo
named in 100% of its answers
ChatGPT recommends
Uber Eats
named in 65% of its answers

Brands whose visibility swings most between models — the bar per model, widest gap on the right.

Uber Eats 50pp
Deliveroo 45pp
Just Eat 35pp
Sainsbury's 15pp
Co-op 15pp
Asda 10pp
Amazon Fresh 10pp
Snappy Shopper 10pp
ClaudeGeminiChatGPT
The data behind this chart
BrandClaudeGeminiChatGPTSpread
Uber Eats50%100%65%50pp
Deliveroo55%100%65%45pp
Just Eat55%90%60%35pp
Sainsbury's15%10%0%15pp
Co-op0%15%5%15pp
Asda15%20%10%10pp
Amazon Fresh10%0%5%10pp
Snappy Shopper0%10%0%10pp
Getir0%10%0%10pp
Morrisons0%10%10%10pp
What AI reads here

Editorial carry food delivery.

Every page AI opened while answering, classified by what kind of page it is. Editorial supply the most citations; Reviews convert best — 87% of the ones models opened were actually cited.

Editorial
103 cited · 81 read only
56% of reads cited
How-to guides
51 cited · 47 read only
52% of reads cited
Comparisons
45 cited · 25 read only
64% of reads cited
Community threads
35 cited · 17 read only
67% of reads cited
Product pages
33 cited · 36 read only
48% of reads cited
Reviews
20 cited · 3 read only
87% of reads cited
Other
18 cited · 55 read only
25% of reads cited
News
18 cited · 22 read only
45% of reads cited
The data behind this chart
Page typeCitedRead but not citedConversion
Editorial1038156%
How-to guides514752%
Comparisons452564%
Community threads351767%
Product pages333648%
Reviews20387%
Other185525%
News182245%
What gets cited

Structured data is what separates cited from ignored.

Of the food delivery pages models actually opened, how much more often each feature's pages ended up in the cited sources. Structured data is worth 13 percentage points; cites its sources pages fare 23pp worse. Measured within the read population, so selection can't flatter it.

Structured data +13pp
Named author +12pp
Updated this year +6pp
Hard statistics +3pp
Comparison table -1pp
Answer up front -2pp
Cites its sources -23pp
The data behind this chart
FeaturePages withCited %Pages withoutCited %Difference
Structured data35159%46946%+13pp
Named author36958%45146%+12pp
Updated this year25556%56549%+6pp
Hard statistics29853%52250%+3pp
Comparison table16251%65852%-1pp
Answer up front42050%40053%-2pp
Cites its sources5630%76453%-23pp
Citation readiness

Sainsbury's builds pages AI can quote.

Readiness scores each brand's own pages on the structure models reward — a direct answer up front, tables, hard numbers, named authors, structured data, recency, specifications. Set against how often those pages are actually cited.

BrandReadinessPages citedPages profiled
Sainsbury's 35 45% 11
AllTap 31 64% 11
Waitrose 21 33% 3
Uber Eats 19 25% 106
Tesco 18 44% 9
Just Eat 17 32% 31
Beelivery 17 33% 3
Deliveroo 15 5% 226
Foodhub 14 25% 8
Ocado 9 0% 4

Readiness is the share of eight measurable structural signals present on a brand's profiled pages. It is a build-quality measure, not a ranking of the brand.

What the answers answer

The questions food delivery pages have to settle.

Read straight off the pages AI cited: the consumer questions cited content answers most often. Content that fails to settle these is content models have no reason to quote.

What is a dark kitchen?
What is a virtual restaurant?
What is a ghost kitchen?
What is a virtual restaurant brand?
How much does Uber One cost?
What is Uber One?
What are the hidden costs of food delivery apps?
What is Deliveroo Plus?
Keep exploring

Nineteen more categories.

Method: 20 unbranded consumer prompts per category, spread across the buying journey, run weekly against ChatGPT, Claude and Gemini. Read→cited uses Claude and ChatGPT only (Gemini does not separate the two). Correlational observations of model behaviour at the time of the run. Data from the run completed Wed, 02 Sep 2026 05:39:20 GMT.

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