PANELDEX
Leaderboards

How often do AI answers name your brand?

Each quarter we measure an entire city × vertical — the whole market, not the brands who signed up — under one published methodology. We report the share of queries in which each brand appears in an AI answer. The ten most-mentioned are published here; every other brand can see its own figure privately.

What these numbers are — and are not

These figures record how frequently AI search services output a given brand name across a defined query set and period. They are not an assessment of clinical quality, treatment ability or outcomes, they do not rate the merit of any provider, and they are not a recommendation. No measured organization pays to be included, excluded or positioned; the same method is applied to every brand in the market.

Ten most-mentioned shown. Everyone else private.

We publish the ten brands with the highest measured mention rate. Every other brand in the market can see its own figure — and only its own — through a free snapshot. We don't publish a wall of shame.

Ties are shown as ties.

Where two brands' confidence intervals overlap, they are reported as equal. We won't sell you a difference the sample size cannot support.

Published queries, plus hidden ones.

The query set behind each board is documented — and paired with unpublished verification queries, rotated on a schedule. Optimizing for the published list alone won't move your measured figure.

Nobody buys a number.

Boards include every brand in the market, customer or not. Being a customer buys you more coverage and the raw data — never a better number.

Boards

Panels currently in measurement. Each board publishes once its baseline period is complete.

Dermatology · Gangnam, Seoul
baseline running
KR · 3 engines, daily
Dental · Gangnam, Seoul
in production
KR · 3 engines, daily
Medspas · Los Angeles
in production
US · 3 engines, daily
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