Collective's AI Visibility Score: 53/100

Name: Collective AI Visibility Audit
Item: Collective
Rating: 53
Author: ShelfIQ

Audited 21 May 2026 collectiveuk.com

ShelfIQ Score

Visible but missing key queries

Tested across ChatGPT, Perplexity & Claude · beauty category

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01 Where Collective appears (and disappears) in AI search

Live buyer prompts tested across ChatGPT, Perplexity, and Claude. These are the queries your customers use before deciding where to buy.

"best clean skincare brand UK"

✗ Not cited

"natural beauty products recommended"

✗ Not cited

"vegan makeup brands"

✗ Not cited

02 Top gaps costing Collective AI visibility

No ingredient transparency pages

Clean beauty buyers search ingredient lists. Without structured content, AI cites competitors with cleaner markup.

Missing "vs" comparison content

High-intent searches like "X vs Y skincare" route buyers to review sites instead of your store.

Sparse AggregateRating schema

Customer reviews exist but are not schema-marked. AI platforms skip unstructured review data.

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03 Collective vs Category Leader

Collective · This brand

Collective

Rank #5 in beauty

Category leader · beauty

Charlotte Tilbury

Rank #1 in beauty

Charlotte Tilbury is scoring 31 points higher than Collective. The full audit shows exactly which AI queries Charlotte Tilbury is winning that Collective isn't.

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