AI-built healthcare app rescue

Your healthcare app works. Is it ready for real users?

Patient intake, scheduling, and billing still depend on repetitive manual work across sensitive systems.

Administrative efficiency without crossing into clinical judgment · $1,000 to $1,500 · Human-led review · 48-hour turnaround

Representative AI app rescue brief

healthcare app rescue brief

Conditional go

Critical paths

03 exercised

03

Priority finding

A timeout can repeat a consequential action without a safe recovery boundary.

  1. 01Critical journey + code path traced
  2. 02Permissions + release controls challenged
  3. 03Rescue order + owner recorded
Representative preview · findings come from your product and agreed evidence

Direct answer

SMB Healthcare · 48-hour Launch Readiness Review

What gets checked before release?

An independent review of an AI-built healthcare app should prioritise patient identity, record access, appointment and billing integrity, uploaded documents, staff roles, and production configuration.

01 · Review mapCritical journey

Launch gate

One named journey

  1. 01 · Identity + data access
  2. 02 · Action + confirmation

01 · Critical journey

/

Pressure-test the journey

One patient or staff journey spanning identity, sensitive data, a consequential update, and confirmation.

In scope · 48 hours
02 · Review mapSystem boundaries

Launch gate

Where risk concentrates

  1. 01 · Authentication, consent, and staff roles
  2. 02 · Patient, scheduling, document, and billing APIs

02 · System boundaries

/

Trace the boundaries

Storage policies, notifications, and environment configuration

In scope · 48 hours
03 · Review mapEvidence required

Launch gate

What changes the call

  1. 01 · Patient information cannot cross accounts or roles
  2. 02 · Sensitive links, uploads, logs, and errors do not expose data

03 · Evidence required

/

Prove the controls

Partial failures cannot silently lose or duplicate appointments and billing actions

In scope · 48 hours

Important boundary

The review finds practical release risks in the agreed surface. It is not a HIPAA audit, penetration test, clinical validation, or regulatory certification.

Read the full 48-hour Launch Readiness Review scope

Questions

Before you start.

What does 48-hour Launch Readiness Review cover for healthcare teams?

An independent review of an AI-built healthcare app should prioritise patient identity, record access, appointment and billing integrity, uploaded documents, staff roles, and production configuration. The most important defects often appear in edge cases such as shared devices, expired links, partial saves, and failed integrations.

Can 48-hour Launch Readiness Review help an AI-built prototype before launch?

Yes. We begin with the stated workflow and the release risk it creates, then define the smallest useful review, reliability intervention, or integration boundary. Implementation is separately scoped when it sits outside the selected service.

Does the review check authentication, permissions, and tenant isolation?

Yes. It checks identity, authorization, tenant boundaries, RLS where relevant, secrets, sensitive data exposure, API abuse, and prompt or context manipulation when AI behavior is in scope. It is a bounded readiness review, not a penetration test.

Will a human review the AI-generated code?

Yes. A senior engineer traces the relevant code and configuration, then validates behavior against evidence, including hidden logic defects, unsafe migrations, weak permissions, retry failures, and duplicate actions.

More answers
Do you check tests, CI/CD, staging, and rollback?

Yes. We inspect existing tests, pull-request checks, CI/CD, staging, monitoring, deployment, and rollback controls that affect the reviewed journey. We do not implement every gap in the review fee.

Can you review integrations, webhooks, payments, and background jobs?

Yes. APIs, webhooks, payments, CRM and automation workflows, document processing, agents, media pipelines, queues, retries, and recovery are checked when the critical journey depends on them.

Can you review an app built with Lovable, Replit, or similar tools?

Yes. The review is platform-agnostic and can inspect apps built with Lovable, Replit, Base44, Cursor, Claude Code, Codex, v0, Bolt, WordPress, or similar tools. Migration planning or implementation is separately scoped.

Will the review address technical debt and future handoff risk?

Yes, where it affects the reviewed journey. We check architecture, database design, reusable components, documentation, discoverability, platform lock-in, ownership, and the next developer's ability to make a safe change.

Can you review UX, mobile behavior, SEO, and conversion issues?

Yes, when they affect the launch journey. We check responsive behavior, loading, empty and error states, accessibility, SEO-critical surfaces, and launch-impacting product polish. A full redesign is outside scope.

What does 48-hour Launch Readiness Review cost?

48-hour Launch Readiness Review is $1,000 to $1,500 with a 48-hour turnaround. The final scope depends on the defined workflow, system access, evidence required, and agreed handover.

What evidence should we require before launch?

Patient information cannot cross accounts or roles Sensitive links, uploads, logs, and errors do not expose data Partial failures cannot silently lose or duplicate appointments and billing actions The engagement should end with an explicit handover and a clear list of remaining risks, not a general claim that the AI is safe.

What is outside the review scope?

The review finds practical release risks in the agreed surface. It is not a HIPAA audit, penetration test, clinical validation, or regulatory certification.

What does an AI app production-readiness review check for healthcare teams?

It checks one named journey across product behavior, access control, data handling, integrations, failures, deployment, monitoring, and handover, then gives an evidence-backed GO, CONDITIONAL GO, or NO-GO decision.

How quickly do we get a launch-readiness decision?

The decision is delivered within 48 hours after scope, access, and the critical journey are agreed. That clock is for one bounded review, not an open-ended investigation.

Is this a penetration test or compliance audit?

No. It is a bounded production-readiness review, not a formal penetration test, regulatory certification, legal opinion, or a guarantee that every future vulnerability has been found.

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