HugoScore hugoscore.org

Patient care navigation and health copilot AI

Neatly Health

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 The review corrects blanket sharing claims and outdated caregiver-feature descriptions, while keeping source and correction gaps explicit.

AI-assisted draft Read full report Open directory

Published September 8, 2026 as an AI-assisted draft. The public report separates documented facts, agency judgments and unresolved questions.

82 /100 toward patient-directed
Agency posture Potentially agency-expanding, with data-commercialization caveat
The question we ask Who does Neatly Health serve in this deployment?
Control Patient-initiated recording, summaries and health questions, with separate cohort-insight commercialization and optional third-party opportunities.
Agency read Potentially agency-expanding, with data-commercialization caveat
Vendor
Neatly Health, Inc.
Who it serves
Patient-directed visit recording and health companion AI
Primary User
Patients, caregivers, families, and people managing complex or chronic care
Control Model
Vendor-hosted public service. Controls and downstream processors depend on the assessed deployment.
Patient Impact
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.
Profile Status
AI-assisted draft
Last assessed
Sep 8, 2026
Review Confidence
Moderate for public product and policy descriptions (AI-assisted draft)
AI / Model
OpenAI Codex / GPT-6
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.

Summary judgment · 82 out of 100 toward patient-directed

Patient-initiated recording, summaries and health questions, with separate cohort-insight commercialization and optional third-party opportunities.

Potentially agency-expanding, with data-commercialization caveat

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 The review corrects blanket sharing claims and outdated caregiver-feature descriptions, while keeping source and correction gaps explicit.

Patient agency

How this tool changes agency

Expands agency when

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.

Limits agency when

Transcript editing, source links, aggregate-use refusal and third-party processing specifics remain unresolved

Patient agency assessment

Who sets and changes the goal?

Patient authority

Patients initiate recording and questions and can reuse summaries. The public pass does not establish editable transcripts or control over all cohort-derived uses.

What can the patient understand, question, or do?

Critical capacity

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.

Can the patient evaluate the conditions of use?

Informed control

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.

Text findings

Conditions of use

Published controls and their limits

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.

What remains unknown?

Not tested or not established

Transcript editing, source links, aggregate-use refusal and third-party processing specifics remain unresolved

Who evaluated this?

AI-assisted public-source draft

Vendor statements describe published conditions, not independently verified behavior. No clinical, security, accessibility, or legal validation is claimed. Earlier evidence remains dated in the report and history.

Sources checked

Source-specific findings and retrieval limitations are recorded in the full report.

Review provenance

Criteria

CAIHL-derived HugoScore framework and September 7 qualitative review priorities. Draft v1.2 numerical anchors remain unadopted.

Reviewer

AI-assisted public-source reassessment prepared in OpenAI Codex.

AI / model

OpenAI Codex / GPT-6

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.

Review date

2026-09-08

Limitations

Transcript editing, source links, aggregate-use refusal and third-party processing specifics remain unresolved No live product use, patient-data upload, account creation, code audit, clinical evaluation, or independent implementation validation.

Review 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.

AI-assisted draft · Moderate for public product and policy descriptions (AI-assisted draft)