Bath · Bristol · London
Crane Index Research

We Ran the UK's Top 100 Online Retailers Through the Crane Index™. A Veg Box Beat Amazon.

We ran the UK's biggest online retailers through the Crane Index™. Nearly half would not let a machine reader in at all, not one scored 70, and Riverford outscored Amazon UK by 42 points.

A Devon veg-box company just outscored Amazon on AI visibility

On 20 July 2026 we ran the UK's top online retailers through the Crane Index™, our three-scanner AI-visibility suite: can the engines that answer buyers find and cite you, can an automated agent act on your site, and can a machine confirm from your own pages who you are. We drew the cohort deliberately wide, 142 named retail sites across grocery, marketplaces, fashion, electricals, beauty, home and specialist, so the top 100 sits inside it whichever ranking you prefer. Of those 142, 65 could not be measured at all, 44 of them because the site refused an automated reader at the door. Of the 77 a machine could read, not one reached 70 out of 100. The top of the entire field is Riverford, the organic veg-box company from Devon, at 62. Amazon UK's storefront scored 20. Every figure here is a first-party measurement, the full result set is archived and dated, and we will re-run the scan and publish the movement.

The sixty-second read

  • The finding: Riverford, a Devon veg-box company, tops the entire field at 62. Amazon UK’s storefront scored 20. And 65 of the UK’s biggest retail sites would not let a machine reader in at all.
  • The money: when a shopper asks an engine for the best in your category, the model does not weigh your TV budget or your retail media spend; it weighs your structured data. Broken markup hands the recommendation to a competitor free, and your paid CPA climbs to compensate.
  • The cause: every one of the ten strongest sites carries valid Organization JSON-LD with sameAs disambiguation and extractable answers. Not one of the bottom ten carries any of it. Fixable in a sprint; no replatform.

The full evidence, the ranked table and the board-ready PDF follow. Or test yourself first: the free scanner takes a minute.

Retail's front door is shut to the readers that now bring buyers

Before a single score was calculated, the scan found the sector's biggest problem: the door. Forty-four of the sites we approached answered an automated reader with an outright refusal, 18 gave it nothing at all, and 3 serve pages that are empty until scripts execute, which is how a site looks to the many machine readers that do not run them. The refused list is a who's who of the high street: household grocers, the biggest electricals and DIY names, the flagship fashion sites. One honest caveat cuts the other way, and we state it plainly: our reader is a single unfamiliar bot, and a site that verifies crawlers by network may admit the engines it recognises while refusing ours, so the 65 are reported as unmeasured, never scored. But the posture matters, because the fetchers that answer engines send when a buyer asks about you, and the shopping agents beginning to buy on buyers' behalf, live in the same data centres our reader does. A door bolted against unknown machines is a bet that no machine will ever matter, and that bet is already losing.

Not one of the 77 readable sites reached 70

Across the sites a machine could read, AI Search Readiness ran from 17 to 77 with a median of 50: two sites at 70 or above, 28 between 55 and 69, 27 between 40 and 54, and 20 below 40. Agent Readiness was the sector's strength, a median of 68 with three sites above 90, which makes sense: ecommerce platforms are built to transact, so the plumbing an agent needs is often present even where the meaning a search engine needs is not. Brand Representation was the collapse: a median of 25, and 76 of the 77 sites below 55. The UK's most famous retailers are, on their own storefronts, largely unable to prove to a machine who they are. Put the three together and the composite Crane Index™ tops out at 62, with a median of 50. Nobody in UK retail is ready; the question the table below answers is only who is least unready.

The full table: every retailer a machine could read, scored and ranked

Rank is by the Crane Index™, the composite of the three reads; the scanner columns follow. These are measurements of each retailer's site as an automated reader found it on 20 July 2026, nothing more: a low score says the site is hard for a machine to read, not that the business is anything other than excellent at what it does. Open any row for the full category breakdown and that retailer's top measured issues, and verify any score live on our scanners.

The Crane Index™

UK Ecommerce Top 100 — Crane Index (AI Visibility Suite)

Measured 2026-07-20 · 77 of 142 sites readable by a machine · tap a column to sort, a row to open the full breakdown

Download the board report
# Crane Index™The composite of the three reads: one number for how well a machine can find, act on and trust this site. Ranked highest to lowest. AI Search ReadinessCan the engines that read the live site, AI Overviews, Perplexity, ChatGPT with search, resolve the company and extract what it sells, to whom? Entity coherence, structured data, extractable answers. Agent ReadinessCan an automated agent get in and act? Door-open access for AI crawlers, machine-readable actions, operability, discovery. Brand RepresentationCan a machine confirm from the site who this company is? Identity markup, disambiguation to the real-world entity, authority links, rights signals. Details
1 Riverfordriverford.co.uk 62 77 63 45
AI Search · 77
Entity coherence75
Structured data21
Extractable answers100
Readability100
Access91
Agent · 63
Crawler access100
Machine actions0
Operability80
Discovery75
Representation · 45
Identity79
Disambiguation30
Authority links20
Rights signals50
  • No machine-readable action found
  • Interactive CAPTCHA present; autonomous agents cannot complete it

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

2 Bodenboden.com 61 69 85 28
AI Search · 69
Entity coherence47
Structured data21
Extractable answers100
Readability90
Access87
Agent · 85
Crawler access100
Machine actions71
Operability75
Discovery100
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Interactive CAPTCHA present; autonomous agents cannot complete it
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

3 Officeoffice.co.uk 61 52 87 45
AI Search · 52
Entity coherence69
Structured data21
Extractable answers17
Readability100
Access83
Agent · 87
Crawler access100
Machine actions71
Operability95
Discovery75
Representation · 45
Identity79
Disambiguation30
Authority links20
Rights signals50
  • No H1 heading on the page
  • Heading levels skip from H1 to H3

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

4 Simba Sleepsimbasleep.com 61 76 61 45
AI Search · 76
Entity coherence75
Structured data32
Extractable answers83
Readability100
Access96
Agent · 61
Crawler access100
Machine actions0
Operability60
Discovery100
Representation · 45
Identity79
Disambiguation30
Authority links20
Rights signals50
  • Multiple H1 headings (2)
  • 9 images missing alt text
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

5 The Workstheworks.co.uk 61 63 69 52
AI Search · 63
Entity coherence75
Structured data32
Extractable answers50
Readability100
Access74
Agent · 69
Crawler access100
Machine actions0
Operability100
Discovery75
Representation · 52
Identity100
Disambiguation30
Authority links20
Rights signals50
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

6 Charles Tyrwhittcharlestyrwhitt.com/us/homepage 60 60 69 52
AI Search · 60
Entity coherence78
Structured data21
Extractable answers50
Readability90
Access74
Agent · 69
Crawler access100
Machine actions0
Operability100
Discovery75
Representation · 52
Identity50
Disambiguation30
Authority links80
Rights signals50
  • 6 insecure HTTP resources on a secure page
  • Multiple H1 headings (2)
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

7 Dreamsdreams.co.uk 60 63 89 28
AI Search · 63
Entity coherence61
Structured data29
Extractable answers67
Readability100
Access74
Agent · 89
Crawler access100
Machine actions71
Operability100
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Multiple H1 headings (6)
  • 14 images missing alt text
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

8 John Lewisjohnlewis.com 60 65 77 37
AI Search · 65
Entity coherence58
Structured data21
Extractable answers67
Readability100
Access91
Agent · 77
Crawler access63
Machine actions71
Operability100
Discovery75
Representation · 37
Identity50
Disambiguation30
Authority links20
Rights signals50

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

9 Jollyesjollyes.co.uk 60 66 86 28
AI Search · 66
Entity coherence67
Structured data21
Extractable answers67
Readability100
Access87
Agent · 86
Crawler access100
Machine actions71
Operability80
Discovery100
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Title likely truncated in results (over 65 characters)
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

10 White Stuffwhitestuff.com 60 60 63 58
AI Search · 60
Entity coherence58
Structured data32
Extractable answers50
Readability90
Access83
Agent · 63
Crawler access100
Machine actions0
Operability80
Discovery75
Representation · 58
Identity50
Disambiguation100
Authority links20
Rights signals50
  • 2 images missing alt text
  • Meta description over 180 characters
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

11 Hotel Chocolathotelchocolat.com/uk 59 66 82 28
AI Search · 66
Entity coherence53
Structured data64
Extractable answers50
Readability100
Access83
Agent · 82
Crawler access100
Machine actions71
Operability75
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • 1 insecure HTTP resource on a secure page
  • Multiple H1 headings (2)
  • 1 image missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

12 Cult Beautycultbeauty.co.uk 58 55 92 28
AI Search · 55
Entity coherence58
Structured data21
Extractable answers50
Readability80
Access78
Agent · 92
Crawler access100
Machine actions71
Operability100
Discovery100
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • 35 images missing alt text
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

13 Emma Sleep UKemma-sleep.co.uk 58 56 91 28
AI Search · 56
Entity coherence3
Structured data64
Extractable answers50
Readability100
Access87
Agent · 91
Crawler access100
Machine actions100
Operability80
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Multiple H1 headings (3)
  • 7 images missing alt text
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

14 LookFantasticlookfantastic.com 58 53 92 28
AI Search · 53
Entity coherence58
Structured data21
Extractable answers33
Readability100
Access78
Agent · 92
Crawler access100
Machine actions71
Operability100
Discovery100
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

15 River Islandriverisland.com 58 48 89 37
AI Search · 48
Entity coherence67
Structured data21
Extractable answers17
Readability70
Access83
Agent · 89
Crawler access100
Machine actions71
Operability100
Discovery75
Representation · 37
Identity50
Disambiguation30
Authority links20
Rights signals50
  • No H1 heading on the page
  • 58 images missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

16 Sigma Sportssigmasports.com 58 67 87 21
AI Search · 67
Entity coherence53
Structured data32
Extractable answers67
Readability100
Access96
Agent · 87
Crawler access100
Machine actions71
Operability95
Discovery75
Representation · 21
Identity29
Disambiguation0
Authority links20
Rights signals50
  • Heading levels skip from H1 to H3
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

17 Space NKspacenk.com/uk/home 58 56 89 28
AI Search · 56
Entity coherence36
Structured data21
Extractable answers67
Readability100
Access74
Agent · 89
Crawler access100
Machine actions71
Operability100
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • 2 insecure HTTP resources on a secure page
  • 3 images missing alt text
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

18 Dunelmdunelm.com 57 47 87 37
AI Search · 47
Entity coherence53
Structured data32
Extractable answers17
Readability85
Access74
Agent · 87
Crawler access100
Machine actions71
Operability95
Discovery75
Representation · 37
Identity50
Disambiguation30
Authority links20
Rights signals50
  • No H1 heading on the page

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

19 Furniture Villagefurniturevillage.co.uk 57 69 69 34
AI Search · 69
Entity coherence58
Structured data21
Extractable answers100
Readability90
Access74
Agent · 69
Crawler access100
Machine actions0
Operability100
Discovery75
Representation · 34
Identity71
Disambiguation0
Authority links20
Rights signals50
  • 12 insecure HTTP resources on a secure page
  • 11 images missing alt text
  • Title likely truncated in results (over 65 characters)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

20 Halfordshalfords.com 57 62 82 28
AI Search · 62
Entity coherence25
Structured data32
Extractable answers83
Readability100
Access83
Agent · 82
Crawler access100
Machine actions71
Operability75
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

21 Matalanmatalan.co.uk 57 61 83 28
AI Search · 61
Entity coherence58
Structured data21
Extractable answers67
Readability100
Access74
Agent · 83
Crawler access100
Machine actions71
Operability80
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

22 Abel & Coleabelandcole.co.uk 56 62 72 33
AI Search · 62
Entity coherence44
Structured data21
Extractable answers100
Readability60
Access74
Agent · 72
Crawler access100
Machine actions0
Operability100
Discovery100
Representation · 33
Identity50
Disambiguation0
Authority links10
Rights signals100
  • 11 images missing alt text
  • Title likely truncated in results (over 65 characters)
  • Missing meta description

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

23 Notonthehighstreetnotonthehighstreet.com 56 63 68 37
AI Search · 63
Entity coherence53
Structured data29
Extractable answers83
Readability80
Access74
Agent · 68
Crawler access100
Machine actions0
Operability95
Discovery75
Representation · 37
Identity50
Disambiguation30
Authority links20
Rights signals50
  • 3 insecure HTTP resources on a secure page
  • Multiple H1 headings (2)
  • 43 images missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

24 PrettyLittleThingprettylittlething.com 56 55 70 44
AI Search · 55
Entity coherence81
Structured data21
Extractable answers17
Readability100
Access83
Agent · 70
Crawler access63
Machine actions71
Operability75
Discovery75
Representation · 44
Identity79
Disambiguation0
Authority links50
Rights signals50
  • Some AI agents blocked at the edge (GPTBot)
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

25 IKEA UKikea.com/gb/en 55 68 63 35
AI Search · 68
Entity coherence64
Structured data43
Extractable answers67
Readability90
Access83
Agent · 63
Crawler access100
Machine actions0
Operability80
Discovery75
Representation · 35
Identity50
Disambiguation0
Authority links50
Rights signals50
  • 40 images missing alt text
  • No machine-readable action found
  • Interactive CAPTCHA present; autonomous agents cannot complete it

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

26 Sweaty Bettysweatybetty.com 55 60 63 41
AI Search · 60
Entity coherence81
Structured data21
Extractable answers33
Readability90
Access91
Agent · 63
Crawler access100
Machine actions0
Operability80
Discovery75
Representation · 41
Identity79
Disambiguation0
Authority links40
Rights signals50
  • No H1 heading on the page
  • Meta description over 180 characters
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

27 Temutemu.com/uk 55 50 78 37
AI Search · 50
Entity coherence67
Structured data54
Extractable answers0
Readability50
Access91
Agent · 78
Crawler access100
Machine actions71
Operability60
Discovery75
Representation · 37
Identity50
Disambiguation30
Authority links20
Rights signals50
  • No H1 heading on the page
  • Title likely truncated in results (over 65 characters)
  • Meta description over 180 characters

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

28 Card Factorycardfactory.co.uk 54 55 62 45
AI Search · 55
Entity coherence56
Structured data21
Extractable answers50
Readability90
Access74
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 45
Identity79
Disambiguation30
Authority links20
Rights signals50
  • No H1 heading on the page
  • No machine-readable action found
  • Interactive CAPTCHA present; autonomous agents cannot complete it

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

29 JD Sportsjdsports.co.uk 54 53 87 21
AI Search · 53
Entity coherence31
Structured data21
Extractable answers50
Readability90
Access91
Agent · 87
Crawler access100
Machine actions71
Operability95
Discovery75
Representation · 21
Identity29
Disambiguation0
Authority links20
Rights signals50
  • Multiple H1 headings (9)
  • 47 images missing alt text
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

30 Superdrysuperdry.com 54 51 83 28
AI Search · 51
Entity coherence61
Structured data21
Extractable answers33
Readability90
Access70
Agent · 83
Crawler access100
Machine actions71
Operability100
Discovery25
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Multiple H1 headings (2)
  • Title likely truncated in results (over 65 characters)
  • No sitemap discoverable

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

31 Lakelandlakeland.co.uk 53 44 86 28
AI Search · 44
Entity coherence47
Structured data21
Extractable answers17
Readability80
Access78
Agent · 86
Crawler access100
Machine actions71
Operability80
Discovery100
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • 34 images missing alt text
  • Interactive CAPTCHA present; autonomous agents cannot complete it

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

32 Seasalt Cornwallseasaltcornwall.com 53 63 69 28
AI Search · 63
Entity coherence67
Structured data21
Extractable answers67
Readability100
Access74
Agent · 69
Crawler access100
Machine actions0
Operability100
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Multiple H1 headings (4)
  • 8 images missing alt text
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

33 Boohooboohoo.com 52 54 73 28
AI Search · 54
Entity coherence53
Structured data21
Extractable answers33
Readability100
Access87
Agent · 73
Crawler access63
Machine actions71
Operability75
Discovery100
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Some AI agents blocked at the edge (GPTBot)
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

34 Interflorainterflora.co.uk 52 65 66 25
AI Search · 65
Entity coherence69
Structured data21
Extractable answers67
Readability100
Access83
Agent · 66
Crawler access100
Machine actions0
Operability80
Discovery100
Representation · 25
Identity50
Disambiguation0
Authority links10
Rights signals50
  • No machine-readable action found
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

35 Pets at Homepetsathome.com 52 67 63 25
AI Search · 67
Entity coherence58
Structured data32
Extractable answers67
Readability100
Access91
Agent · 63
Crawler access100
Machine actions0
Operability80
Discovery75
Representation · 25
Identity50
Disambiguation0
Authority links10
Rights signals50
  • No machine-readable action found
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

36 Toolstationtoolstation.com 52 49 83 25
AI Search · 49
Entity coherence58
Structured data21
Extractable answers17
Readability100
Access76
Agent · 83
Crawler access100
Machine actions71
Operability80
Discovery75
Representation · 25
Identity50
Disambiguation0
Authority links10
Rights signals50
  • No H1 heading on the page

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

37 Oak Furniturelandoakfurnitureland.co.uk 51 63 63 28
AI Search · 63
Entity coherence58
Structured data21
Extractable answers83
Readability80
Access74
Agent · 63
Crawler access100
Machine actions0
Operability80
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • 160 images missing alt text
  • No machine-readable action found
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

38 Debenhamsdebenhams.com 50 53 70 28
AI Search · 53
Entity coherence53
Structured data21
Extractable answers33
Readability100
Access83
Agent · 70
Crawler access63
Machine actions71
Operability75
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Some AI agents blocked at the edge (GPTBot)
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

39 Reissreiss.com 50 53 62 34
AI Search · 53
Entity coherence47
Structured data21
Extractable answers50
Readability85
Access74
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 34
Identity50
Disambiguation30
Authority links10
Rights signals50
  • 2 insecure HTTP resources on a secure page
  • Multiple H1 headings (2)
  • 7 images missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

40 END. Clothingendclothing.com/us 49 40 85 21
AI Search · 40
Entity coherence47
Structured data21
Extractable answers0
Readability80
Access78
Agent · 85
Crawler access100
Machine actions71
Operability75
Discovery100
Representation · 21
Identity29
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • 36 images missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

41 HelloFresh UKhellofresh.co.uk 49 56 62 28
AI Search · 56
Entity coherence67
Structured data32
Extractable answers17
Readability100
Access91
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 28
Identity50
Disambiguation0
Authority links20
Rights signals50
  • Multiple H1 headings (2)
  • No machine-readable action found
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

42 Monsoonmonsoon.co.uk 49 40 87 21
AI Search · 40
Entity coherence31
Structured data21
Extractable answers17
Readability80
Access74
Agent · 87
Crawler access100
Machine actions71
Operability95
Discovery75
Representation · 21
Identity29
Disambiguation0
Authority links20
Rights signals50
  • 1 insecure HTTP resource on a secure page
  • Multiple H1 headings (2)
  • Title likely truncated in results (over 65 characters)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

43 Cotswold Outdoorcotswoldoutdoor.com 48 44 87 13
AI Search · 44
Entity coherence3
Structured data21
Extractable answers33
Readability100
Access91
Agent · 87
Crawler access100
Machine actions71
Operability95
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • 1 image missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

44 Marks & Spencermarksandspencer.com 48 45 87 13
AI Search · 45
Entity coherence3
Structured data21
Extractable answers50
Readability90
Access83
Agent · 87
Crawler access100
Machine actions71
Operability95
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No machine-readable entity (Organisation / Brand / Person)
  • Title likely truncated in results (over 65 characters)
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

45 FatFacefatface.com 47 49 68 25
AI Search · 49
Entity coherence47
Structured data21
Extractable answers33
Readability90
Access74
Agent · 68
Crawler access100
Machine actions0
Operability95
Discovery75
Representation · 25
Identity50
Disambiguation0
Authority links10
Rights signals50
  • No H1 heading on the page
  • 8 images missing alt text
  • Title likely truncated in results (over 65 characters)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

46 Joulesjoules.com 47 49 68 25
AI Search · 49
Entity coherence47
Structured data21
Extractable answers33
Readability90
Access74
Agent · 68
Crawler access100
Machine actions0
Operability95
Discovery75
Representation · 25
Identity50
Disambiguation0
Authority links10
Rights signals50
  • No H1 heading on the page
  • 9 images missing alt text
  • Title likely truncated in results (over 65 characters)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

47 Funky Pigeonfunkypigeon.com 44 65 30 36
AI Search · 65
Entity coherence75
Structured data21
Extractable answers67
Readability100
Access74
Agent · 30
Crawler access25
Machine actions0
Operability80
Discovery75
Representation · 36
Identity79
Disambiguation0
Authority links20
Rights signals50
  • AI agents are blocked at the edge (CDN/WAF), not just in robots.txt
  • No machine-readable action found
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

48 Naked Winesnakedwines.co.uk 43 54 63 13
AI Search · 54
Entity coherence3
Structured data0
Extractable answers100
Readability100
Access78
Agent · 63
Crawler access100
Machine actions0
Operability80
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No machine-readable entity (Organisation / Brand / Person)
  • No canonical URL declared
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

49 Shein UKshein.co.uk 43 34 81 13
AI Search · 34
Entity coherence31
Structured data21
Extractable answers0
Readability60
Access78
Agent · 81
Crawler access100
Machine actions71
Operability60
Discovery100
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • 5 insecure HTTP resources on a secure page
  • No machine-readable entity (Organisation / Brand / Person)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

50 Ted Bakertedbaker.com 43 49 66 13
AI Search · 49
Entity coherence3
Structured data0
Extractable answers67
Readability100
Access96
Agent · 66
Crawler access100
Machine actions0
Operability80
Discovery100
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • 3 insecure HTTP resources on a secure page
  • No machine-readable entity (Organisation / Brand / Person)
  • 12 images missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

51 Zooplus UKzooplus.co.uk 43 57 62 10
AI Search · 57
Entity coherence3
Structured data0
Extractable answers100
Readability100
Access91
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 10
Identity0
Disambiguation0
Authority links10
Rights signals50
  • No machine-readable entity (Organisation / Brand / Person)
  • No machine-readable action found
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

52 B&Mbmstores.co.uk 42 44 68 13
AI Search · 44
Entity coherence3
Structured data0
Extractable answers67
Readability90
Access74
Agent · 68
Crawler access100
Machine actions0
Operability95
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No machine-readable entity (Organisation / Brand / Person)
  • No machine-readable action found
  • No authoritative sameAs links to disambiguate the entity

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

53 Freemansfreemans.com 42 35 82 8
AI Search · 35
Entity coherence3
Structured data21
Extractable answers33
Readability65
Access70
Agent · 82
Crawler access100
Machine actions71
Operability75
Discovery75
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • 18 images missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

54 Goustogousto.co.uk 42 47 65 13
AI Search · 47
Entity coherence3
Structured data0
Extractable answers67
Readability100
Access87
Agent · 65
Crawler access100
Machine actions0
Operability75
Discovery100
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • 2 insecure HTTP resources on a secure page
  • No machine-readable entity (Organisation / Brand / Person)
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

55 Richer Soundsrichersounds.com 42 49 63 13
AI Search · 49
Entity coherence14
Structured data32
Extractable answers50
Readability100
Access74
Agent · 63
Crawler access100
Machine actions0
Operability80
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • 1 insecure HTTP resource on a secure page
  • No machine-readable entity (Organisation / Brand / Person)
  • Multiple H1 headings (4)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

56 Morrisonsmorrisons.com 41 48 62 13
AI Search · 48
Entity coherence3
Structured data0
Extractable answers67
Readability90
Access96
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No machine-readable entity (Organisation / Brand / Person)
  • Meta description over 180 characters
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

57 Mountain Warehousemountainwarehouse.com 40 46 62 13
AI Search · 46
Entity coherence3
Structured data0
Extractable answers67
Readability85
Access91
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • 2 insecure HTTP resources on a secure page
  • No machine-readable entity (Organisation / Brand / Person)
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

58 Euro Car Partseurocarparts.com 38 39 62 13
AI Search · 39
Entity coherence3
Structured data0
Extractable answers33
Readability100
Access87
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • Title likely truncated in results (over 65 characters)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

59 Harvey Nicholsharveynichols.com 38 39 68 8
AI Search · 39
Entity coherence3
Structured data0
Extractable answers50
Readability90
Access74
Agent · 68
Crawler access100
Machine actions0
Operability95
Discovery75
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • 2 insecure HTTP resources on a secure page
  • No machine-readable entity (Organisation / Brand / Person)
  • Heading levels skip from H1 to H3

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

60 Mossmoss.co.uk 38 29 71 13
AI Search · 29
Entity coherence3
Structured data0
Extractable answers17
Readability80
Access72
Agent · 71
Crawler access100
Machine actions0
Operability95
Discovery100
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • 1 image missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

61 Crocuscrocus.co.uk 37 41 56 13
AI Search · 41
Entity coherence3
Structured data21
Extractable answers50
Readability80
Access70
Agent · 56
Crawler access63
Machine actions0
Operability95
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • 1 insecure HTTP resource on a secure page
  • No machine-readable entity (Organisation / Brand / Person)
  • Multiple H1 headings (2)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

62 eBay UKebay.co.uk 37 39 60 13
AI Search · 39
Entity coherence3
Structured data0
Extractable answers67
Readability80
Access59
Agent · 60
Crawler access75
Machine actions0
Operability95
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No machine-readable entity (Organisation / Brand / Person)
  • 61 images missing alt text
  • robots.txt disallows retrieval agents

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

63 Icelandiceland.co.uk 36 34 62 13
AI Search · 34
Entity coherence3
Structured data0
Extractable answers17
Readability100
Access83
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • No canonical URL declared

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

64 Vinted UKvinted.co.uk 36 32 66 10
AI Search · 32
Entity coherence3
Structured data0
Extractable answers0
Readability100
Access96
Agent · 66
Crawler access100
Machine actions0
Operability80
Discovery100
Representation · 10
Identity0
Disambiguation0
Authority links10
Rights signals50
  • 5 insecure HTTP resources on a secure page
  • No machine-readable entity (Organisation / Brand / Person)
  • Multiple H1 headings (2)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

65 Wickeswickes.co.uk 36 28 69 10
AI Search · 28
Entity coherence3
Structured data0
Extractable answers0
Readability100
Access78
Agent · 69
Crawler access100
Machine actions0
Operability100
Discovery75
Representation · 10
Identity0
Disambiguation0
Authority links10
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • No machine-readable action found

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

66 Home Bargainshome.bargains 35 30 62 13
AI Search · 30
Entity coherence3
Structured data0
Extractable answers0
Readability100
Access87
Agent · 62
Crawler access100
Machine actions0
Operability75
Discovery75
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • 12 images missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

67 SportsShoessportsshoes.com 34 37 56 10
AI Search · 37
Entity coherence3
Structured data0
Extractable answers33
Readability90
Access87
Agent · 56
Crawler access100
Machine actions0
Operability75
Discovery25
Representation · 10
Identity0
Disambiguation0
Authority links10
Rights signals50
  • No H1 heading on the page
  • 1 insecure HTTP resource on a secure page
  • No machine-readable entity (Organisation / Brand / Person)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

68 Wayfair UKwayfair.co.uk 33 35 56 8
AI Search · 35
Entity coherence3
Structured data21
Extractable answers0
Readability100
Access91
Agent · 56
Crawler access63
Machine actions0
Operability95
Discovery75
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • 1 image missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

69 Holland & Barretthollandandbarrett.com 32 40 34 23
AI Search · 40
Entity coherence58
Structured data21
Extractable answers0
Readability65
Access78
Agent · 34
Crawler access100
Machine actions0
Operability50
Discovery75
Representation · 23
Identity50
Disambiguation0
Authority links0
Rights signals50
  • No H1 heading on the page
  • Action surface appears client-side rendered; agents may see little
  • Title likely truncated in results (over 65 characters)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

70 Machine Martmachinemart.co.uk 31 33 51 8
AI Search · 33
Entity coherence3
Structured data0
Extractable answers33
Readability90
Access67
Agent · 51
Crawler access63
Machine actions0
Operability100
Discovery25
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • No H1 heading on the page
  • No machine-readable entity (Organisation / Brand / Person)
  • 3 images missing alt text

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

71 Beauty Baybeautybay.com 23 21 34 15
AI Search · 21
Entity coherence3
Structured data0
Extractable answers0
Readability45
Access74
Agent · 34
Crawler access100
Machine actions0
Operability45
Discovery100
Representation · 15
Identity0
Disambiguation0
Authority links0
Rights signals100
  • No H1 heading on the page
  • Content appears client-side rendered; static AI crawlers may see little text
  • Action surface appears client-side rendered; agents may see little

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

72 Moonpigmoonpig.com 23 26 34 8
AI Search · 26
Entity coherence3
Structured data0
Extractable answers17
Readability55
Access74
Agent · 34
Crawler access100
Machine actions0
Operability45
Discovery75
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • No H1 heading on the page
  • Content appears client-side rendered; static AI crawlers may see little text
  • Action surface appears client-side rendered; agents may see little

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

73 Dr Martensdrmartens.com 22 25 34 8
AI Search · 25
Entity coherence3
Structured data0
Extractable answers17
Readability70
Access57
Agent · 34
Crawler access63
Machine actions0
Operability45
Discovery75
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • Page is set to noindex (excluded from search and AI)
  • 2 insecure HTTP resources on a secure page
  • Action surface appears client-side rendered; agents may see little

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

74 Amazon UKamazon.co.uk 20 18 30 13
AI Search · 18
Entity coherence3
Structured data0
Extractable answers0
Readability80
Access37
Agent · 30
Crawler access0
Machine actions0
Operability95
Discovery25
Representation · 13
Identity0
Disambiguation0
Authority links20
Rights signals50
  • No H1 heading on the page
  • AI agents are blocked at the edge (CDN/WAF), not just in robots.txt
  • No machine-readable entity (Organisation / Brand / Person)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

75 Ocadoocado.com 20 17 34 8
AI Search · 17
Entity coherence3
Structured data0
Extractable answers0
Readability25
Access65
Agent · 34
Crawler access100
Machine actions0
Operability45
Discovery25
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • Missing title tag
  • Action surface appears client-side rendered; agents may see little
  • No machine-readable entity (Organisation / Brand / Person)

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

76 Secret Salessecretsales.com 20 18 34 8
AI Search · 18
Entity coherence3
Structured data0
Extractable answers0
Readability25
Access74
Agent · 34
Crawler access100
Machine actions0
Operability45
Discovery75
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • Missing title tag
  • Content appears client-side rendered; static AI crawlers may see little text
  • Action surface appears client-side rendered; agents may see little

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

77 TK Maxxtkmaxx.com/landingpage 20 19 34 8
AI Search · 19
Entity coherence3
Structured data0
Extractable answers0
Readability40
Access70
Agent · 34
Crawler access63
Machine actions0
Operability45
Discovery75
Representation · 8
Identity0
Disambiguation0
Authority links0
Rights signals50
  • Action surface appears client-side rendered; agents may see little
  • No machine-readable entity (Organisation / Brand / Person)
  • Missing meta description

Verify it yourself, live: re-run AI Searchre-run Agentre-run Representation

Invisible by choice: the 65 locked doors ↓

These names have no score for a sharper reason: their sites would not let a machine reader in at all. They refused it outright, gave it nothing, or serve pages that are empty until scripts run, and the crawlers and shopping agents AI engines send live in the same data centres our reader does. One fair caveat, stated plainly: a site that verifies crawlers by network may admit engines it recognises while refusing ours, so they are reported as unmeasured, never scored. But a door bolted against unknown machines is a posture, and it is one the machines now bringing buyers will meet first.

Tesco · refused the readerSainsbury's · refused the readerArgos · refused the readerAsda · refused the readerWaitrose · no responseNext · refused the readerCurrys · refused the readerAO · refused the readerVery · refused the readerSports Direct · no responseASOS · no responseNew Look · no responseHouse of Fraser · no responseSelfridges · refused the readerHarrods · no responseFlannels · no responseGymshark · refused the readerBoots · refused the readerSuperdrug · refused the readerThe Perfume Shop · refused the readerB&Q · refused the readerScrewfix · refused the readerHomebase · refused the readerThe Range · refused the readerDFS · refused the readerSofology · refused the readerScS · refused the readerBensons for Beds · refused the readerLoaf · refused the readerSofa.com · refused the readerDecathlon UK · refused the readerGo Outdoors · refused the readerBlacks · refused the readerMillets · refused the readerEvans Cycles · no responseMandM Direct · no responseGame · no responseCeX · script-only pageSmyths Toys · refused the readerThe Entertainer · refused the readerLEGO UK · refused the readerWHSmith · no responseWaterstones · refused the readerHMV · refused the readerRyman · refused the readerRobert Dyas · refused the readerProCook · refused the readerBloom & Wild · script-only pageFortnum & Mason · script-only pageMajestic Wine · refused the readerLaithwaites · no responseClarks · no responseSchuh · refused the readerKurt Geiger · refused the readerOliver Bonas · no responseDepop · refused the readerEtsy UK · refused the readerOnBuy · refused the readerManoMano UK · refused the readerJD Williams · no responseSimply Be · no responseJacamo · no responseStudio · no responseThompson & Morgan · refused the readerSuttons · refused the reader
The picture in one chart

Every readable site, plotted: found by AI (across) against trusted by AI (up). Measured 2026-07-20.

Found and trusted — empty at 55/55 0 100 AI SEARCH READINESS → can engines find you BRAND REPRESENTATION → can machines trust you 55 55 Riverford: AI Search 77, Representation 45 Boden: AI Search 69, Representation 28 Office: AI Search 52, Representation 45 Simba Sleep: AI Search 76, Representation 45 The Works: AI Search 63, Representation 52 Charles Tyrwhitt: AI Search 60, Representation 52 Dreams: AI Search 63, Representation 28 John Lewis: AI Search 65, Representation 37 Jollyes: AI Search 66, Representation 28 White Stuff: AI Search 60, Representation 58 Hotel Chocolat: AI Search 66, Representation 28 Cult Beauty: AI Search 55, Representation 28 Emma Sleep UK: AI Search 56, Representation 28 LookFantastic: AI Search 53, Representation 28 River Island: AI Search 48, Representation 37 Sigma Sports: AI Search 67, Representation 21 Space NK: AI Search 56, Representation 28 Dunelm: AI Search 47, Representation 37 Furniture Village: AI Search 69, Representation 34 Halfords: AI Search 62, Representation 28 Matalan: AI Search 61, Representation 28 Abel & Cole: AI Search 62, Representation 33 Notonthehighstreet: AI Search 63, Representation 37 PrettyLittleThing: AI Search 55, Representation 44 IKEA UK: AI Search 68, Representation 35 Sweaty Betty: AI Search 60, Representation 41 Temu: AI Search 50, Representation 37 Card Factory: AI Search 55, Representation 45 JD Sports: AI Search 53, Representation 21 Superdry: AI Search 51, Representation 28 Lakeland: AI Search 44, Representation 28 Seasalt Cornwall: AI Search 63, Representation 28 Boohoo: AI Search 54, Representation 28 Interflora: AI Search 65, Representation 25 Pets at Home: AI Search 67, Representation 25 Toolstation: AI Search 49, Representation 25 Oak Furnitureland: AI Search 63, Representation 28 Debenhams: AI Search 53, Representation 28 Reiss: AI Search 53, Representation 34 END. Clothing: AI Search 40, Representation 21 HelloFresh UK: AI Search 56, Representation 28 Monsoon: AI Search 40, Representation 21 Cotswold Outdoor: AI Search 44, Representation 13 Marks & Spencer: AI Search 45, Representation 13 FatFace: AI Search 49, Representation 25 Joules: AI Search 49, Representation 25 Funky Pigeon: AI Search 65, Representation 36 Naked Wines: AI Search 54, Representation 13 Shein UK: AI Search 34, Representation 13 Ted Baker: AI Search 49, Representation 13 Zooplus UK: AI Search 57, Representation 10 B&M: AI Search 44, Representation 13 Freemans: AI Search 35, Representation 8 Gousto: AI Search 47, Representation 13 Richer Sounds: AI Search 49, Representation 13 Morrisons: AI Search 48, Representation 13 Mountain Warehouse: AI Search 46, Representation 13 Euro Car Parts: AI Search 39, Representation 13 Harvey Nichols: AI Search 39, Representation 8 Moss: AI Search 29, Representation 13 Crocus: AI Search 41, Representation 13 eBay UK: AI Search 39, Representation 13 Iceland: AI Search 34, Representation 13 Vinted UK: AI Search 32, Representation 10 Wickes: AI Search 28, Representation 10 Home Bargains: AI Search 30, Representation 13 SportsShoes: AI Search 37, Representation 10 Wayfair UK: AI Search 35, Representation 8 Holland & Barrett: AI Search 40, Representation 23 Machine Mart: AI Search 33, Representation 8 Beauty Bay: AI Search 21, Representation 15 Moonpig: AI Search 26, Representation 8 Dr Martens: AI Search 25, Representation 8 Amazon UK: AI Search 18, Representation 13 Ocado: AI Search 17, Representation 8 Secret Sales: AI Search 18, Representation 8 TK Maxx: AI Search 19, Representation 8 Riverford Boden Office TK Maxx Crane Index™ · measured 2026-07-20 · thecraneconsultancy.com/research/
The gold dashed lines sit at 55 on both reads, the level below which the engines we prompted began to omit or invent. The top-right quadrant, found and trusted, is empty at that threshold. Hover any dot for the company.

Read the columns against each other and retail's shape emerges. The platform layer transacts (Agent, median 68). The meaning layer is patchy (AI Search, median 50). The identity layer barely exists (Representation, median 25). And the names at the top are not the names you would guess: Riverford, Simba, Boden, The Works, Office, with John Lewis the strongest of the giants at 60, while Amazon UK, Ocado and TK Maxx sit at 20.

What separates Riverford from Amazon is structure, not size

Riverford · Crane Index™ 62

AI Search 77 · entity coherence 75 · extractable answers 100 · readability 100. A machine reads the site, resolves one company, and can repeat what it sells and to whom.

Amazon UK · Crane Index™ 20

AI Search 18 · entity coherence 3 · structured data 0 · extractable answers 0, and the scan logged “AI agents are blocked at the edge” and “no machine-readable entity.” The biggest store on earth, unreadable at its own front door.

The mechanism is measurable, and it is the same one we found in our FTSE 100 scan. Every one of the ten strongest retail sites on the search read carries valid Organization structured data as JSON-LD, with sameAs disambiguation telling a machine which real-world company the site is, and concise, extractable answers in the copy. Not one of the bottom ten carries any of the four. Ten out of ten against zero out of ten, on four separate checks. Catalogue depth does not move this. Retail media budgets do not move it. A ten-product site that states plainly what it sells, to whom, in valid markup, is more legible to an answer engine than a million-SKU giant whose identity dissolves across templates, and the ranked table above is what that looks like in practice.

The commercial weight on this is not theoretical. Buyers already ask engines to shortlist products, and Gartner's early-2024 forecast that traditional search volume would fall 25 per cent by 2026 as that behaviour spread is no longer a forecast; we are inside its window. Agentic shopping adds a second door: an agent that cannot resolve your products cannot put them in a basket. For a sector that spends harder on visibility than any other, the cheapest visibility channel of the next decade is currently the least invested in. And the bleed is mechanical: every shortlist your broken markup keeps you out of is a sale a legible rival took free, while your paid CPA climbs to buy the demand back.

What to do now: three moves, none of them a replatform

First, put valid Organization and Product schema as JSON-LD on every commercial template, matched to the visible copy, with one legal name rendered identically everywhere and sameAs links to your authoritative profiles. In our data this is the single cleanest separator between the top of the field and the bottom. Second, audit your bot posture deliberately rather than inheriting it from a WAF default: decide which machine readers you admit, verify them properly instead of blanket-refusing, and re-test from outside your own network, because 44 of the sites we approached are currently invisible by choice. Third, put one legibility gate in the deploy pipeline and give one senior owner the score, because storefronts re-template constantly and every release erodes markup that nobody owns. This is AI search discipline applied to retail, and on this evidence the entire leaderboard is still open: nobody has claimed 70, yet.

Do not email your agency yet. Put your own domain into the free AI Search Readiness scanner first. It takes about a minute, it is the same instrument this table was measured on, and if you score below 55, your pipeline is already leaking to whoever in your category is legible.

The stakes are a league table that resets every night

Every score in this report can be re-measured in a minute on our free scanners, by you or by your competitors, and the engines re-read the sector continuously. The web rewarded whoever could stock the most and spend the most. Answer engines reward whoever can describe themselves most clearly, and on what we measured, those are not yet the same retailers. The full result set, every company, every check, is archived and dated. We will run the same scan again and publish who moved.

Ask this article

A question on this piece?

Ask, and you get an answer drawn only from this article. Grounded in what is written here, nothing invented.

Answers come only from this article. For anything beyond it, speak with Nic.

The Senior Mind

Written by the practitioner
who does the work.

Nicholas Crane, founder of The Crane Consultancy
Nic Crane · Founder

A decade engineering profit at scale.

Led paid media for the LUSH Cosmetics global digital transformation across sixteen markets, recognised by Welocalize as Best Global Client Team. A power user of HTML, CSS, JavaScript and GTM, now applying that technical depth to AI search: structured data, entity signals and the machine readability that decides visibility in Google AI Overviews and answer engines. Google Partner. Stape Partner. Amazon Ads Partner.

The senior mind that wins the work is the senior mind that does the work.

Start the conversation.

The Crane Briefing

The senior read,
once a week.

Most marketing newsletters are noise on a schedule. This is not that. Once a week I send a short, considered read on the shifts that actually change what you should do, in paid media, AI search and technical SEO. Filtered, weighted and signed off by me before it goes out. The judgement is mine, and now you can hear every edition in my own voice.

Nic CraneFounder, The Crane Consultancy

Topics you want

All three lands every Wednesday. Choose a selection and you get only those, as and when they publish, always on a Wednesday.

One considered email a week, edited and signed off by Nic. No filler, no sharing, unsubscribe in a click. By subscribing you agree to our Privacy Policy.

Prefer LinkedIn? Subscribe on LinkedIn instead – the same edition, delivered by push and email.