AI Code Rescue — Ship What AI Started

We take over your AI-generated or no-code MVP, fix what's broken, and deliver it to production as a real, maintainable product. Not a rewrite. Not a patch job. The engineering work that gets your app actually ready for paying customers.

The pattern that brings founders here

Your MVP worked on day one. Then it started getting weirder.

Sound familiar? That's the engagement shape.

Audit is a document. Rescue is a codebase.

In a rescue engagement, I take over ownership of the technical work. I read your code the way I'd read a codebase I was newly hired onto — fast, but thoroughly. I prioritize by business risk. Then I fix.

Work happens in risk-sorted passes, not as a single big-bang rewrite. You see working progress every few days; nothing is "go dark for three months and come back with a new app." Each pass ships independently, tested, in a real environment. Most rescues unfold in this order:

Security holesAuthentication, authorization, secrets, input validation. Anything that could leak data, let someone impersonate a user, or expose payment flows. These go first because they're the biggest business risk and the cheapest to fix once identified.
Data integritySchema problems, missing constraints, silent data loss, broken migrations. The things that quietly corrupt your product if left alone. Data you lose to these issues doesn't usually come back.
Deployment and observabilityDomain setup, HTTPS, environment separation, CI/CD, monitoring, backups, disaster recovery. The "last 20%" AI tools skip. Without these, you don't have a product — you have a demo that happens to be running on the internet.
Performance and scalingMissing indexes, N+1 queries, memory leaks, no caching. What separates an app that works with 10 users from one that works with 1,000. Usually fixed in days once you know where to look.
Code maintainabilityRefactoring the parts that would block your next engineer from being effective. Deleting the dead code. Adding the tests that matter (not "every function has a unit test" — the critical flows with integration tests).

What's in, what's extra

Included by default

  • Full read-through and triage of the existing codebase
  • Security remediation — auth, authorization, secrets, input validation
  • Deployment pipeline — domain, HTTPS, environment separation, CI/CD, monitoring, backups
  • Database cleanup — indexes, migrations, performance, integrity constraints
  • Third-party integration hardening (Stripe webhooks, email deliverability, auth providers)
  • Refactor of critical paths for maintainability
  • Written handoff document for your next engineer

Not included by default

  • New feature development beyond what's needed to ship safely
  • Front-end visual redesign
  • Full migration to a new platform (e.g., Bubble → Node.js) — scoped separately as a migration project
  • Ongoing fractional CTO / long-term technical ownership — available as a follow-on engagement
  • Mobile app development
  • Product / UX work

The scope isn't rigid — if your situation needs a variant of the default, we scope accordingly. But the default is where 80% of rescue engagements land.

Process

1. Audit first

Always. If you haven't already had one with me, we do an audit first. A rescue without an audit is flying blind — we'd either over-scope (expensive for you) or miss something critical (bad for both of us). The audit also makes the rescue scope concrete.

2. Rescue plan

Built from the audit's findings log. You approve the scope, priority order, and timeline before any work starts. Fixed price, fixed scope.

3. Fix in risk-sorted passes

Work happens in 3–5 distinct passes, each shipping independently in 1–2 weeks. You get progress you can verify every few days — no long dark periods.

4. Production sign-off

The app is running. Monitoring is on. Backups are tested. Docs are written. I demonstrate each of those things working before we close out.

5. Handoff

Two options: either to your team (with documentation + 2 weeks of Slack-based support included), or I stay on as a fractional part-time engineer for 3–6 months while you hire. Your call.

Timeline: 4 to 12 weeks. Most rescues land in 6–8 weeks. You'll have a commitment on timeline before work starts.

You should book a rescue if…

You should not book a rescue if…

How pricing works

Priced per engagement, not per hour. The audit produces a concrete findings list; we scope the rescue against that list. You'll have a fixed number and a fixed timeline before work starts. If the engagement needs to expand, we re-scope together — no surprise invoices mid-project.

What drives the number: codebase size, how much of the stack needs remediation, urgency, and whether the engagement ends with a clean handoff or transitions into an interim fractional arrangement. We settle all of it on the discovery call.

Questions founders ask before they book

It's yours. The rescue delivers a codebase your next engineer can maintain without me. A written handoff document goes with it. If you want me around after delivery for an interim period while you hire, that's a separate engagement — not a dependency.

No. Rewrites are usually the wrong answer — they're expensive, take longer than planned, and often don't fix the underlying issue. Rescue fixes the broken parts and leaves the working ones alone. If a specific module genuinely needs replacing, we'll scope that as a named piece of work rather than a blanket rewrite.

The audit alone delivers real value even if you never rescue. You can also hire me for individual findings from the audit — just the CORS fix, just the auth rewrite, just the CI/CD setup. This is especially useful when the audit surfaces one or two big issues you can tackle independently.

Fractional technical co-founder engagements are available after a successful rescue. This is typically a 3–6 month interim arrangement where I stay on part-time while you recruit a full-time senior engineer or CTO. Not a permanent commitment on either side.

Strong expertise in PHP (Symfony, Doctrine), Node.js, TypeScript, React, AWS (ECS, Lambda, RDS, SQS, SNS), Docker, Terraform. I've rescued apps built with Supabase, Firebase, Vercel, and most no-code tools. If your stack is outside those areas, I'll tell you honestly on the discovery call whether I'm the right rescuer for the situation.

4 to 12 weeks. Most rescues land in the 6–8 week range. Exact timeline depends on what the audit finds and how large your MVP is. You get a fixed timeline commitment before work starts, not an open-ended hourly engagement.

Yes, but it's scoped separately from a standard rescue. Migrating off no-code to a new codebase is a different engagement shape — it includes designing the new architecture, data migration, and a cutover plan. Same audit-first approach though: we start with a scoping call and an audit of what you're moving away from.

Want to see what an engagement like this looks like in practice? Read a real case study →

Book a discovery call

Free. 30 minutes. Tell me what's broken, what's on the line, and when. I'll tell you whether a rescue is the right move — or whether an audit first makes more sense for your situation.

Book a free call →
Free consultation No obligation Reply within 24h