Health is a Your Money or Your Life (YMYL) topic. The tools we review can affect people's physical health, mental wellbeing, and medical care. We hold ourselves to a higher standard of editorial rigor because of this responsibility.
Our Evaluation Criteria
Every platform is evaluated across six criteria, adapted for the audience type:
For Consumer Health Apps (B2C)
- Clinical Validation — Does the app have peer-reviewed randomized controlled trials (RCTs)? FDA clearance or Breakthrough Device Designation? We assign evidence tiers: Gold (14+ RCTs), Silver (FDA designation or independent studies), Bronze (outcome data only), None (no validation).
- User Experience & Ratings — App Store and Google Play ratings, Trustpilot scores, and common user complaints. We report negative ratings (e.g., Calm's 1.4/5 Trustpilot) alongside positive ones.
- Pricing Transparency — Are prices clearly listed? Are there hidden charges, difficult cancellation processes, or aggressive auto-renewal? We flag platforms with BBB warnings or FTC scrutiny.
- AI Sophistication — Does the AI provide genuinely personalized responses, or are interactions scripted and generic? We test for adaptive behavior and conversation quality.
- Safety Protocols — Crisis detection capabilities, escalation procedures, and clear communication of limitations. Essential for mental health apps.
- Privacy & Data Handling — Privacy policy review, HIPAA compliance (where applicable), data sharing practices, and history of privacy incidents (e.g., Cerebral's $7M FTC settlement).
For Clinical AI Tools (B2B)
- Clinical Validation & KLAS Scores — KLAS performance scores, Best in KLAS awards, independent customer satisfaction data, and peer-reviewed research on clinical outcomes.
- EHR Integration Depth — Native API integration vs. browser extension. Number and depth of supported EHR platforms (Epic, Cerner, athenahealth, MEDITECH).
- Pricing Transparency — Is pricing publicly available? Most B2B clinical tools hide pricing — we note this as a weakness and provide verified pricing ranges where available.
- AI Documentation Quality — Accuracy of generated notes, specialty template coverage, coding suggestion quality (ICD-10, CPT), and error rates reported by clinicians.
- FDA Regulatory Status — Is the tool classified as a medical device? Does it have FDA clearance (relevant for diagnostic AI)? Is it a documentation aid exempt from FDA oversight?
- Deployment Scale & Support — Number of health system deployments, practice sizes served, onboarding process, and ongoing support quality.
Third-Party Data Sources
- KLAS Research — Independent healthcare IT vendor evaluation. KLAS scores are particularly relevant for B2B clinical tools.
- G2 — Software review platform with verified user reviews.
- App Store / Google Play — Consumer app ratings and review volume.
- Trustpilot — Consumer-facing reviews. We cite low scores explicitly.
- PubMed / JMIR — Peer-reviewed clinical evidence for health apps.
- FDA.gov — FDA clearance status, 510(k) summaries, Breakthrough Device designations.
Affiliate Relationship Policy
Our monetization model is bifurcated:
- B2C (Consumer Apps): Several apps offer affiliate programs — BetterHelp ($40-$100 CPA), Headspace (20%), Cronometer (35%), Hims & Hers (up to 30%), Cerebral ($12/signup), Noom ($10-$30/trial). We participate in these programs.
- B2B (Clinical Tools): Almost no affiliate programs exist. Freed ($50/subscriber) is the only real affiliate opportunity. Nuance, Suki, and athenahealth have partner programs designed for technology resellers, not content publishers. Our B2B rankings are essentially unmonetized.
This matters because it demonstrates structural editorial independence on the B2B side — there is almost no monetization to influence our rankings. On the B2C side, we apply the same standard: affiliate commissions never influence rankings. We cite negative data about high-CPA platforms (BetterHelp's billing confusion, Cerebral's FTC settlement) alongside positive findings.
YMYL Compliance Standards
- Medical disclaimer on every page (non-negotiable)
- Crisis resources on every mental health page (988 Lifeline, Crisis Text Line)
- Clinical disclaimer on clinical documentation pages
- All health claims cited to published sources (PubMed, FDA.gov, KLAS)
- No medical advice — we compare tools, not prescribe treatments
- Pricing verification dates on all product pricing
- "Last Updated" timestamps on every page
Update Schedule
All platform data is updated every 90 days. Pricing, scores, and feature lists are verified against official sources. FDA regulatory changes, KLAS score updates, and major platform announcements trigger out-of-cycle updates. The "Last Updated" badge reflects the most recent verification.
Contact
Found an error? Have a platform suggestion? Contact us at hello@ai-health-apps.com. We correct confirmed factual errors within 48 hours.