PANELDEX
Research

What we learn from the panels, published in full.

We run measurement panels continuously. When those panels reveal something about how AI answers actually get assembled — which sources get cited, how much answers vary, what moves and what doesn't — we publish it with the data attached, whether or not it helps us sell.

DATA ATTACHED
Every study ships its dataset

Query sets, sample sizes, and results — downloadable. Read the finding, then check it.

NULL RESULTS TOO
We publish what didn't work

Tactics the industry sells that our measurements can't detect an effect from get published as exactly that.

NO GATING
No email wall

Studies are open on the page. The snapshot is the only thing that asks for your address, and it gives you your own data in return.

In preparation

Studies currently being measured. Each publishes when its panel reaches the sample size stated in its design.

Where AI answers about clinics come from
measuring
Citation source structure across a full city×vertical panel
Branded vs unbranded: the invisible gap
measuring
Why brands that look visible are absent from the questions that matter
One market, three languages
in design
How the same brand ranks differently in EN, KO and JA answers