We asked 30 questions about prices in this industry, and every answer named a business from the study. Pricing questions are where product brands are at their strongest, and that is exactly what makes the service industries in this study stand out.
| Engine | Named | Own website linked | No AI answer given |
|---|---|---|---|
| ChatGPT | 94% | 36% | 0 of 50 |
| Perplexity | 94% | 70% | 0 of 50 |
| Google AI Overviews | 96% | 47% | 5 of 50 |
How often an answer linked to a business's own website varied a lot: from 36% on ChatGPT up to 70% on Perplexity. Google AI Overviews mentioned these businesses most often, in 96% of its answers.
| Kind of question | Named | Answers scored |
|---|---|---|
| Category ("who's the best") | 90% | 29 |
| Cost ("what does it cost") | 100% | 30 |
| Comparison ("X or Y") | 100% | 30 |
| Brand ("is X any good") | 100% | 29 |
| Problem ("how do I") | 81% | 27 |
These businesses came up most often on cost, comparison and brand questions, in 100% of answers, and least often on problem questions, in 81%. That is a gap of 19 percentage points between the best case and the worst.
Every business measured in Ecommerce for this edition. The rules for how they were picked are in the full methodology.
- 01Adore Beauty
- 02Booktopia
- 03Cettire
- 04Kogan
- 05Pet Circle
- 06Princess Polly
- 07Showpo
- 08THE ICONIC
- 09Temple & Webster
- 10Vinomofo
Being mentioned is not the same as being linked, and only one of them is yours to control.
The same three engines, across 50 buyer questions written for your business.
All 1,459 answers have been scored once.
An independent second scorer is now re-checking a 10% sample. When that finishes, the verified figures replace these and every change is logged below.
We publish the agreement rate whatever it turns out to be.
Changelog
- v1.08 September 2026Every figure in the dataset re-checked and validated by our data team. No numbers changed.
- v1.0August 2026Initial release, first-pass scoring.