Full review
Neatly Health CAIHL draft report
Evidence-linked HugoScore draft report for a health AI tool that affects patients.
Neatly Health: CAIHL reassessment
September 8, 2026. Published AI-assisted draft.
Neatly supports patient-selected records and sharing. Optional identifiable sharing must be distinguished from population insights. The review corrects blanket sharing claims and outdated caregiver-feature descriptions, while keeping source and correction gaps explicit.
Scope and agency posture
Patient-initiated recording, summaries and health questions, with separate cohort-insight commercialization and optional third-party opportunities.
Posture: Potentially agency-expanding, with data-commercialization caveat.
Axis: 82/100, retained provisionally. No numerical recalibration was performed.
Sources and documented findings
- The current FAQ describes recording and follow-up questions, acknowledges revenue from population insights, and claims sponsors do not control patient insights. It distinguishes current text/email sharing from forthcoming integrated caregiver features. https://www.neatlyhealth.ai/faq
- The policy documents deletion requests within 30 days and account closure deletion within 90 days. Optional opportunities require consent, which can stop future sharing but cannot undo past transfers. Formal access/correction/opt-out requests depend on applicable rights. https://www.neatlyhealth.ai/privacy-policy
Patient authority
Inference from the documented workflow: Patients initiate recording and questions and can reuse summaries. The public pass does not establish editable transcripts or control over all cohort-derived uses.
Critical capacity
Editorial assessment: A retained visit account can support questions and challenge misunderstandings. Cohort patterns are not necessarily comparable treatment evidence, and per-answer source links remain unverified.
Informed control
Editorial assessment: The FAQ's blanket no-individual-sharing language needs the policy's explicit optional sharing exception. Sponsor non-influence is a vendor statement, not independently verified neutrality.
Assessment and limits
The positive but qualified posture remains defensible. Free use and deidentification do not remove competing data interests. Current versus planned caregiver functionality needs accurate wording.
Confidence: Moderate for public product and policy descriptions.
Remaining uncertainty: Transcript editing, source links, aggregate-use refusal and third-party processing specifics remain unresolved
Published documentation is evidence of stated conditions, not proof of actual implementation. Unknowns did not receive automatic negative points. Funding, sponsorship, and public code do not determine agency by themselves.
Review provenance
- Reviewer/model: OpenAI Codex / GPT-6.
- Method: Focused public-source reassessment using CAIHL: patient authority, critical capacity, and informed control. Existing evidence plus one focused primary-source pass and at most one targeted follow-up. No live product testing. Numerical scores remain provisional editorial placements, not a new calculation.
- Human review: Hugo Campos authorized publication of these AI-assisted draft reassessments on September 8, 2026. This does not claim comprehensive human verification of every finding.
- Earlier review: 2026-06-28. Historical assessment. Earlier claims are not automatically reverified by this publication.