Prototype Audit

Not sure your AI-built app is safe to launch?

A senior technical review of your prototype, repo, architecture, deployment path, and production risks — with a clear recommendation for what to fix, rebuild, harden, or hand off.

Pricing: $1.5k–$3.5k, depending on complexity. Typically completed in a focused review window after access and context are provided.

Illustrative · every audit is project-specific

Who it’s for

Built fast, now need a senior read.

  • You built an MVP with AI tools (Lovable, Bolt, Replit, v0, Cursor, Claude Code, Base44).
  • You have a working demo but unclear technical risk.
  • You need investor, customer, or internal confidence in what you built.
  • Your agency needs help validating a client prototype.
  • You are deciding whether to refactor, rebuild, or extend.
What gets reviewed

A focused, technical pass across the things that break first.

Repo & code structure

Module boundaries, naming, hidden coupling, AI-generated patterns that don’t scale.

Auth & permissions

Provider, session model, role boundaries, password / token handling, account lifecycle.

Data model & sensitive data

Schema, ownership boundaries, exposure points, retention assumptions.

API design

Surface area, validation, error contracts, authorization at the API edge.

AI integration reliability

Prompt boundaries, guardrails, evaluation, timeouts, retries, cost-aware patterns.

Deployment & environments

Build pipeline, secrets handling, environment separation, rollback path.

Logging, monitoring, observability

Structured logs, error reporting, health signals, alerting baseline.

Testing strategy

What’s covered, what should be, and what’s realistic for the stage.

Documentation & handoff readiness

Architecture notes, runbooks, env docs — can the next engineer own this?

Compliance-adjacent concerns

Where the design needs review by legal, security, or domain specialists.

What you get back

Real deliverables you can act on.

  • Production-readiness scorecard
  • Risk register
  • Architecture notes
  • Recommended next steps
  • Refactor / rebuild / extend recommendation
  • Optional sprint estimate
Pricing
$1.5k–$3.5k

Final scope is set after a short call. Pricing reflects codebase complexity, integrations, and review depth.

Timeline
Focused review window

Typically completed shortly after access and context are provided. We’ll confirm timing on the intro call.

What’s next
Clear path forward

Refactor, rebuild, extend — or pause. We’ll tell you what we’d do, with or without us doing the work.

FAQ

Common questions.

Do you need repo access?

Yes, ideally read access to the repo and any deployed environment. We can also work from a hosted demo plus a screen-share if access is limited. We sign an NDA on request.

Can you review a no-code or AI-generated app?

Yes. We regularly review apps built in Lovable, Bolt, Replit, v0, Cursor, Claude Code, Base44, and similar tools — and apps from internal teams or freelancers.

Can you help after the audit?

Often, yes. The audit ends with a refactor / rebuild / extend recommendation. If a sprint or rebuild is the right next step, we can scope it. There’s no obligation to continue.

Do you work with healthcare or sensitive-data products?

Yes — see the Healthcare & Clinical Research page. We bring HIPAA-aware patterns, GCP-aware documentation thinking, and audit-trail-minded architecture review.

Is this legal, compliance, or security certification?

No. The audit is technical engineering review and implementation guidance. It is not legal, regulatory, medical, or compliance-certification advice.

WR Dev Labs provides technical engineering review and implementation support. This is not legal, regulatory, medical, security-certification, or compliance-certification advice.

Ready for a senior technical read?

Tell us what you built. We’ll come back with a recommendation.