How does ToolyHealth score AI health tools?

We evaluate each tool across five dimensions: quality, privacy, evidence, usability, and transparency. AI-assisted analysis provides an initial assessment; a human editor then reviews and finalizes the listing.

Does ToolyHealth test every tool?

We evaluate each tool by signing up for or installing it when possible, testing core features, reviewing privacy policies, and checking public evidence. When direct testing is not possible, we rely on vendor documentation and user feedback with clear sourcing.

How often are reviews updated?

We review active listings quarterly and update them when pricing, features, or privacy policies change. New tools are typically reviewed within 72 hours of submission.

Our Methodology — How ToolyHealth Reviews AI Health Tools

Every tool on ToolyHealth is evaluated across five dimensions before it is listed. Our process combines AI-assisted analysis with human editorial review to produce accurate, independent, and useful information.

The five dimensions

1. Quality

Does the tool work as advertised? We look at core features, user experience, reliability, and output quality. Bugs, broken onboarding flows, or misleading claims lower the score.

2. Privacy

We read privacy policies and check data handling practices. We flag whether the tool collects health data, shares data with third parties, offers encryption, and supports account deletion. Health data is sensitive, so privacy carries significant weight.

3. Evidence

We look for clinical validation, peer-reviewed studies, FDA or CE markings, and transparent methodology. Wellness-only apps are labeled clearly; we do not allow unverified medical claims.

4. Usability

We assess how easy the tool is to set up and use daily. Factors include platform support, accessibility, language availability, customer support, and integration with wearables or health platforms.

5. Transparency

We reward clear pricing, honest limitations, and visible team or company information. We penalize dark patterns, hidden costs, and vague marketing language.

The review process

Submission: A tool is submitted by the team or discovered by our editors.
AI-assisted evaluation: We collect public data on features, pricing, platforms, and privacy practices.
Human review: An editor tests the tool, verifies claims, and writes an original description.
Publication: Approved tools are added to the directory with accurate categorization.
Ongoing monitoring: Active tools are re-reviewed quarterly or when major changes occur.

Editorial independence

We do not accept payment for ratings, rankings, or placement. Commercial relationships, if any, are disclosed. Read our editorial policy.

Limitations

ToolyHealth is a directory, not a medical authority. We do not conduct clinical trials. Our reviews reflect publicly available information and hands-on evaluation at the time of review. Always consult a qualified healthcare provider for medical decisions.