For founders shipping AI-built MVPs • 48–72h practical review

Built your SaaS with AI? Find the launch risks before users do.

A fixed-price pre-launch review for vibe-coded SaaS founders. Get a founder-readable report on auth, billing, data exposure, deployment config, and AI-slop maintainability — without hiring a full agency.

A$149early-bird review for first 3 projects
48–72hfor small MVPs with repo/demo notes
5 areasauth, billing, data, deploy, maintainability
No hypenot a fake security certification
The real problem

AI helps you build fast. It does not tell you what breaks at launch.

Most vibe-coded MVPs don’t need a rewrite. They need a short hardening pass before strangers put real accounts, payment details, or business data into the app.

1
User data boundaries
Can user A read user B’s objects by changing an ID?
2
Billing and webhook states
What happens on duplicate, delayed, or failed payment events?
3
Secrets and deployment drift
Can the app be reproduced, rolled back, and safely handed over?
4
AI-generated code debt
Where did the code become too tangled to fix under pressure?

Sample verdict

Fictional composite SaaS: TaskPilot AI

Launch posture: Soft beta only.
Do not open self-serve paid signup until workspace boundaries and Stripe webhook idempotency are fixed.
High: workspace checksHigh: webhook replayMedium: env docsMedium: AI action guardrailsMedium: silent failures

Read full sample →

Productized service

Start free. Upgrade only if the risks are real.

Free mini-review

A$0

Send public demo/landing page and your main concern.

  • 5 risk bullets
  • 3 priority fixes
  • No repo required
Request free pass

Fix Sprint

A$499+

Optional scoped implementation after review.

  • Top 3–5 fixes
  • Written scope first
  • No open-ended agency trap
Ask after review
Boundaries

Practical engineering review, not fake compliance theater.

This is not a certified penetration test, legal compliance assessment, or security guarantee. It is a fast, practical readiness review for small MVPs before beta/launch.

Good fit

  • Indie SaaS / tiny team MVPs
  • Cursor / Claude / Codex / Lovable-style builds
  • Pre-beta or early paid-user stage
  • Founder wants clear fix order, not a 60-page audit

Not a fit

  • Healthcare, legal, financial compliance systems
  • Large enterprise procurement
  • Need a certified security audit
  • Want guaranteed “safe to launch” claims
Contact

Send a demo. Get the first risk pass.

Email: bruce.aus.dev@gmail.com. Include your demo URL, stack, and what worries you most: auth, billing, deploy, data exposure, or maintainability.

No cold access needed for the free pass. For paid review, use read-only repo invite or zip export; never send production secrets.