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Editorial Guidelines

How we review AI therapy tools. What we source. Who reviews clinically. How we correct mistakes.

What we do

We publish independent reviews of AI therapy and mental-health software for consumers and therapists. Every review includes structured evaluation against published research and vendor documentation, pricing verification against vendor pricing pages, and — for clinical content — grounding in cited peer-reviewed research and primary sources.

Who reviews clinical content

Clinical content (efficacy claims, safety framing, therapeutic technique coverage, DSM-related content) is grounded in cited peer-reviewed research and primary sources, and each citation is verified against its source by the editorial team. We are recruiting a licensed mental-health professional to serve as clinical reviewer; until that role is filled, we do not display a clinical-reviewer credential.

Editorial content (pricing, feature matrices, regulatory reporting, integration lists) is produced by our editorial team without clinical review. The distinction is marked on every page.

Sourcing standards

  • Clinical evidence: peer-reviewed journals (PMC, Nature, NEJM AI, JAMA), systematic reviews, RCT registries. Every efficacy claim cites a specific study.
  • Pricing: vendor pricing pages directly, with dateModified on every review. Re-verified quarterly.
  • Regulatory: FDA AI/ML-enabled device list, DOJ/FTC filings, state licensing boards. Paraphrased claims link to primary sources.
  • User ratings: G2, Capterra, Trustpilot — current counts, not cached.

Update cadence

  • Pricing and feature data: re-verified quarterly per cluster (Q1/Q2/Q3/Q4).
  • Regulatory status: re-verified quarterly or immediately on major news (Woebot shutdown, Cerebral DOJ resolution, FDA clearance changes).
  • Clinical-evidence citations: re-verified semi-annually against their source studies by the editorial team.

Affiliate disclosure

We earn affiliate commissions when readers sign up for tools through links on this site. A disclosure appears above the fold on every affiliate-linked page. Our rankings are independent of commission amount — the top-ranked tool is not the tool that pays us most.

Conflict-of-interest policy

  • We do not accept paid placements disguised as editorial content.
  • We do not let vendors preview or edit reviews.
  • If a vendor becomes an affiliate partner after we publish a review, the disclosure is added immediately.
  • Any clinical reviewer we engage will declare financial relationships with reviewed tools, and reviewers with undisclosed relationships will not review those tools.

Corrections

See our Corrections Policy.

Fact-checking

See our Fact-Checking Policy.

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