UK AI Visibility Index · Category
How 5 leading UK retail & e-commerce brands compare on the way generative AI systems perceive them.
Leader
Tesco
73
Average
5 brands
59
Range
low / high
42–73
Pillar columns show category-relative performance — +N is points above the category average, −N is points below.
| Rank | Brand | Band | AI Visibility | Strongest pillar | Weakest pillar |
|---|---|---|---|---|---|
| 01 |
Tesco
|
Leader | 73 | Authority & Citation +38 | Entity Resolution −2 |
| 02 |
Argos
|
Challenger | 64 | Technical & RAG +25 | Authority & Citation −14 |
| 03 |
Marks & Spencer
|
Challenger | 59 | Foundational +9 | Entity Resolution −3 |
| 04 |
John Lewis
|
Leader | 57 | Foundational +9 | Authority & Citation −14 |
| 05 |
Very
|
Emerging | 42 | Entity Resolution −2 | Technical & RAG −36 |
Brands ranked 6-50 by Tranco within Retail & E-commerce that were considered for the Index.
We publish the candidates list as a transparency surface — the next 5-10 brands per category that were considered but did not make the Index, with their Tranco rank.
This is not an extended ranking — these brands have not been audited. The list documents editorial integrity: anyone can see who else was in scope and verify the selection against the methodology.
Each brand is audited by GenSight's 35-signal deterministic scoring engine. Selection is by Tranco rank within category, with cultural-perception classification verifying each brand reads as British — see how brands are selected.
Retail & E-commerce composition holds until the annual reshuffle (next: Jan 2027). Audit scores refresh quarterly. Detail pages update at the same URL.
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