Trust & independence

No pay-to-play

• Vendors do not pay to be listed — and they cannot pay for placement, ranking, or favorable coverage. No vendor has any commercial relationship with PharmaAiAtlas.
• Rankings are computed, not chosen — Atlas Fit™ scores vendors against your answers using documented attributes only, with published weights. Nobody can buy a better score.

What we publish — and what we refuse to

• Every outcome claim is cited. Evidence on vendor pages must carry a verifiable public source — a link, publisher, and date. Our database physically rejects an uncited claim.
• AI-estimated content is labeled. AI-generated summaries always appear inside an amber-labeled block, and are inference — never verified fact.
• No fabricated clinical numbers. Any sentence asserting a clinical-accuracy percentage is automatically stripped before it can appear anywhere on the site.
• Gaps are marked as gaps. When Atlas has not documented something, we say "not documented" rather than guessing.
• Scorecards measure our coverage, not vendor quality. A vendor scorecard shows which evaluation areas Atlas has documented data for — not a judgment of vendor merit.

How results are computed

• Always live, never replayed — Atlas Fit™ results and saved profiles are recomputed from current data every time you view them.
• Verified means verified — "Google Places–verified" appears only when an address was actually confirmed against Google Places; clinical trial activity comes directly from ClinicalTrials.gov with strict sponsor matching.

Your data

We collect as little as possible: no account is required, our own analytics are anonymous, and we never sell or share personal data. Full detail is on the Privacy page.

Spotted something wrong?

If any information on this site is inaccurate, tell us and we will correct it — use the buttons on the vendor's page or email hello@pharmaaiatlas.com.