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
Named in 73% of food delivery answers, typically in position 2.1. Uber Eats follows at 72%, Just Eat at 68%.
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.
| # | Brand | Visibility | Avg. position | Citation share | Read→cited |
|---|---|---|---|---|---|
| 1 | Deliveroo | 73% | 2.1 | 18% | 16% |
| 2 | Uber Eats | 72% | 2.8 | 33% | 19% |
| 3 | Just Eat | 68% | 2.8 | 24% | 33% |
| 4 | Tesco | 17% | 1.6 | 3% | — |
| 5 | Asda | 15% | 2.9 | 3% | — |
| 6 | Ocado | 12% | 3.4 | 0% | — |
| 7 | Sainsbury's | 8% | 3.6 | 6% | 0% |
| 8 | Morrisons | 7% | 3.5 | 0% | — |
| 9 | Foodhub | 7% | 4.0 | 3% | 100% |
| 10 | Co-op | 7% | 6.0 | 0% | — |
| 11 | Amazon Fresh | 5% | 5.3 | 0% | — |
| 12 | AllTap | 3% | 3.5 | 6% | 100% |
| 13 | Waitrose | 3% | 4.5 | 0% | — |
| 14 | Snappy Shopper | 3% | 6.0 | 0% | — |
| 15 | Getir | 3% | 7.0 | 0% | — |
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.
Each whorl lights one ring per index threshold cleared. See the full food delivery desire edition →
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.
These are the assistants' own searches, read from their answers — not what anyone typed into a search engine.
The independent sources AI models cite when answering food delivery questions — the places a brand needs to be seen, reviewed and ranked.
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.
| # | Brand | Visibility | Avg. position | Citation share | Read→cited |
|---|---|---|---|---|---|
| 1 | Deliveroo | 73% | 2.1 | 18% | 16% |
| 2 | Uber Eats | 72% | 2.8 | 33% | 19% |
| 3 | Just Eat | 68% | 2.8 | 24% | 33% |
| 4 | Tesco | 17% | 1.6 | 3% | — |
| 5 | Asda | 15% | 2.9 | 3% | — |
| 6 | Ocado | 12% | 3.4 | 0% | — |
| 7 | Sainsbury's | 8% | 3.6 | 6% | 0% |
| 8 | Morrisons | 7% | 3.5 | 0% | — |
| 9 | Foodhub | 7% | 4.0 | 3% | 100% |
| 10 | Co-op | 7% | 6.0 | 0% | — |
| 11 | Amazon Fresh | 5% | 5.3 | 0% | — |
| 12 | AllTap | 3% | 3.5 | 6% | 100% |
| 13 | Waitrose | 3% | 4.5 | 0% | — |
| 14 | Snappy Shopper | 3% | 6.0 | 0% | — |
| 15 | Getir | 3% | 7.0 | 0% | — |
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.
Brands whose visibility swings most between models — the bar per model, widest gap on the right.
| Brand | Claude | Gemini | ChatGPT | Spread |
|---|---|---|---|---|
| Uber Eats | 50% | 100% | 65% | 50pp |
| Deliveroo | 55% | 100% | 65% | 45pp |
| Just Eat | 55% | 90% | 60% | 35pp |
| Sainsbury's | 15% | 10% | 0% | 15pp |
| Co-op | 0% | 15% | 5% | 15pp |
| Asda | 15% | 20% | 10% | 10pp |
| Amazon Fresh | 10% | 0% | 5% | 10pp |
| Snappy Shopper | 0% | 10% | 0% | 10pp |
| Getir | 0% | 10% | 0% | 10pp |
| Morrisons | 0% | 10% | 10% | 10pp |
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.
| Page type | Cited | Read but not cited | Conversion |
|---|---|---|---|
| Editorial | 103 | 81 | 56% |
| How-to guides | 51 | 47 | 52% |
| Comparisons | 45 | 25 | 64% |
| Community threads | 35 | 17 | 67% |
| Product pages | 33 | 36 | 48% |
| Reviews | 20 | 3 | 87% |
| Other | 18 | 55 | 25% |
| News | 18 | 22 | 45% |
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.
| Feature | Pages with | Cited % | Pages without | Cited % | Difference |
|---|---|---|---|---|---|
| Structured data | 351 | 59% | 469 | 46% | +13pp |
| Named author | 369 | 58% | 451 | 46% | +12pp |
| Updated this year | 255 | 56% | 565 | 49% | +6pp |
| Hard statistics | 298 | 53% | 522 | 50% | +3pp |
| Comparison table | 162 | 51% | 658 | 52% | -1pp |
| Answer up front | 420 | 50% | 400 | 53% | -2pp |
| Cites its sources | 56 | 30% | 764 | 53% | -23pp |
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.
| Brand | Readiness | Pages cited | Pages 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.
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.
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.