Mesrai
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Use case · Healthcare

Code review that protects patient data.

Health software handles some of the most sensitive data there is. Mesrai reviews every pull request for exposure of patient data and missing access checks, and enforces your safeguards as rules.

Focus
PHI exposure
Safeguards
As review rules
Deployment
Self-hosted option

How healthcare teams use AI code review

Healthcare engineering teams use AI code review to protect patient data in every change: Mesrai flags protected health information written to logs or error messages, endpoints that expose records without checking the caller's access, missing audit logging and unencrypted sensitive fields. Teams encode their HIPAA safeguards as rules and memories, and can self-host Mesrai with their own model provider to keep data under their control.

I.

Why health software review is different

  • 01

    PHI leaks quietly — through a debug log, an error message, an analytics event or a verbose API response.

  • 02

    Access rules are complex: patients, clinicians, care teams and admins see different records.

  • 03

    Audit requirements mean every access and change to health data must be traceable.

  • 04

    Using AI tools is itself a data question: where does the code, and any data in it, go?

II.

How Mesrai protects health data

PHI exposure checks

Flags personal and health data in logs, errors, analytics and API responses.

Access control review

Finds endpoints that return records without checking the caller's relationship to the patient.

Safeguards as rules

Encode audit logging, encryption-at-rest and minimum-necessary rules from the compliance recipe at Critical severity.

Data stays under your control

Self-host on Enterprise and use your own model provider; your code is never used for training.

III.

Real-world scenarios

2 examples

Illustrative examples of the kind of change healthcare teams make every week, and the review comment Mesrai would post.

Scenario 01

Diagnosis in the error log

A developer improves error reporting in an appointment service.

src/appointments/book.ts
} catch (err) {
  logger.error("booking failed", { patient, err });
}
MesraiSecurity agentMUST_FIX

The patient object includes name, date of birth and diagnosis codes, which would be written to your log provider. Log patient.id and the error only.

Result: PHI stays out of systems that aren't covered for it.

Scenario 02

Records visible to the wrong clinician

An endpoint returns a patient's lab results to any clinician in the organization.

MesraiMesrai RulesMUST_FIX

Rule 'Minimum necessary access': results are returned to any user with role clinician. Check the clinician is on the patient's care team (careTeam.includes(req.user.id)) before returning results.

Result: Access follows the minimum-necessary principle, enforced in code review.

IV.

Set up for health data

Start from the compliance-review recipe (SOC 2, HIPAA) in the docs.

  1. 1

    Decide deployment: self-hosted for full control, plus your own model provider.

  2. 2

    Teach Mesrai what counts as PHI in your system with an organization memory.

  3. 3

    Add Critical rules for logging, audit trails, encryption and access checks on clinical paths.

  4. 4

    Route Critical findings on those paths to a security reviewer.

Organization memory
@mesrai remember: PHI includes patient name, date of birth,
address, phone, email, MRN, diagnosis and procedure codes,
lab results and clinical notes. PHI must never appear in
logs, error messages, analytics events or URLs.
V.

Who uses it, and how

Engineers
Catch PHI exposure while writing the feature, not in an audit.
Security / privacy officer
Turn safeguards into rules that apply to every change.
Engineering leadership
Show auditors that every change is reviewed against data-handling policy.
VI.

What teams achieve

PHI kept out of logs, errors and analytics

Access checks reviewed on every clinical endpoint

Audit and encryption requirements enforced

AI review deployed under your own data controls

VII.

Healthcare — frequently asked

3 questions
  • Is Mesrai HIPAA compliant?

    +

    HIPAA compliance depends on how a tool is deployed and the agreements in place. For full control, self-host Mesrai on the Enterprise plan and use a model provider covered by your agreements. Talk to us about your requirements.

  • Can AI code review find PHI leaks?

    +

    Yes. It flags patient and personal data written to logs, error messages, analytics events and API responses — especially once you teach it what counts as PHI in your system.

  • Is our code used to train models?

    +

    No. Your code is never used for training, and with BYOK model requests go to the provider you choose.

Try it on your next pull request.

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