Security red flags
Keys in the frontend, auth that trusts the client, and user data one prompt injection away from leaking.
+ AI-built apps, expert-finished
Fix your vibe-coded app before real users find the cracks.
The prototype was fast. Production is a different job. We take apps from Cursor, Lovable, Bolt, Replit, Windsurf, and AI Studio and make them secure, stable, and safe to change.
Vibe check
Is the product held together with prompts and hope?
Vibe coding is building quickly with AI, without the engineering that shows up when real people arrive. Demos love it. Databases, payments, and permissions do not.
Performance problems
Pages that crawl, jobs that time out, and crashes that appear the week you start getting traction.
Flaky features
Flows that worked in the model demo and fail on the third edge case a real customer hits.
Half-wired integrations
Payments, login, or third-party APIs that look finished and quietly drop data.
Black-box code
Generated files with no owners. Every change feels like it might undo something else.
The push-day knot
Shipping anxiety. You refresh production and hope the last prompt did not invent a failure.
The work
From generated code to software you can own.
We do not sprinkle comments on a prototype. We read the architecture, remove the debt that will hurt you first, and leave a codebase your team can extend.
Code audit & refactor
Architectural flaws, duplicated logic, and the parts that will not survive the next feature. Then we reshape them.
Bugs & speed
Crashes, broken workflows, slow queries. We find the bottleneck and make the path reliable.
Security
Authentication, authorization, API boundaries, and data handling that match how the product is actually used.
Deploy & scale
A production path, a rollback, and an architecture that still makes sense when the user count moves.
Roadmap
Six steps. No mystery retainer.
You always know what we are looking at, what we will change, and what “done” means before we touch production.
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01
Project assessment
Architecture, code quality, and the business outcome the app is supposed to protect.
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02
Technical audit
Structure, security, data model, integrations, and whether it can actually be deployed.
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03
Priorities
A short list ordered by user impact, not by whichever file the model wrote last.
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04
Refactor
Clean the critical paths so the app is faster, safer, and possible to change.
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05
Validation
Tests around the flows that already broke once, including the edge cases a demo never hits.
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06
Launch & support
Ship with a rollback plan, then stay close while the first real traffic arrives.
Modernization
The fixes prototypes usually skip.
01
Database restructuring
Generated schemas often duplicate data, skip indexes, and buckle under the second real query. We redesign tables, relationships, and the queries your screens actually run — Postgres, MySQL, MongoDB, or whatever the tool picked.
02
Tests worth trusting
Most AI apps ship with no safety net, so the next prompt is a gamble. We add unit, API, and end-to-end coverage on the flows that make you money or hold user data.
03
A map your team can read
Architecture, data model, APIs, deploy steps, and the decisions that are easy to break. You should be able to hand this to an internal developer without a guided tour.
04
Features after the foundation
Once the app is stable, we extend it: payments, roles, dashboards, analytics, and the integrations the prototype only sketched. New work lands on clean architecture, not on another layer of prompts.
Platforms
Whatever tool started it, we can finish it.
Bolt
Fast MVPs with repeated components and thin validation. We restructure the project and make the deploy boring.
Lovable
Polished UI, shaky auth and APIs. We separate concerns and add the backend the screens assume already exists.
Cursor
High velocity, uneven standards. We review, dedupe, and put tests around the parts you are afraid to regenerate.
Replit
Great for experiments. We pull them onto a production path: secrets, data, and a deploy you can roll back.
Windsurf
Helpful edits that pile up. We remove the debt, document the system, and make the next change predictable.
AI Studio
Impressive demos that stall at login, billing, or load. We close those gaps before your users do.
Pricing
Clear scope. No vague six-month retainer.
Pick the level that matches the mess in front of you. If the app needs a rewrite, we say so before you pay for patches.
Get back to shipping
$201 / app
Critical fixes, security tightened, deployed.
- Audit that names the root causes
- Fixes for the bugs and security issues blocking launch
- Deploy support and a rollback plan
- 7 days of stability support after release
Strategic partner
$401 / month
An on-call senior, not a ticket queue.
- Priority bug fixes and improvements
- Shared Slack for troubleshooting
- Fast response on business days
- Roadmap and architecture guidance
- Monthly security and health check
- Reviews of new AI-built features
Standards
What you do not get.
This is a senior engineering engagement. It is not a cheap scan, a rotating freelancer, or a three-week agency queue.
- Budget reviewsA $20 glance that lists symptoms and leaves.
- Vague retainersMonths of “support” with no definition of done.
- Dev rouletteA new person every ticket, relearning your app.
- Band-aidsPatches that fail the next time a user is slightly unusual.
- Slow agenciesKickoff decks while production is still on fire.
- Junior handoffsInterns experimenting on live customer data.
Stack
We speak whatever your AI chose.
Modern web
React, Next.js, Vue, Svelte, Angular, Tailwind
Backends
Node.js, Python, Go, PHP, PostgreSQL, Redis
AI foundations
Cursor, Lovable, Bolt, Replit, Windsurf, AI Studio
After the fix
What changes when the duct tape comes off.
Representative situations. Not attributed to a specific customer.
Campaign sends were timing out and error logs were leaking into the product. A day of focused work made the marketers willing to press send again.
Head of growth
The first app came out of a no-code tool. Nobody could say if customer data was safe. After a security pass, they launched to real buyers.
Founder
The codebase was a pile of prompts. After the refactor, the team could explain the logic and change it on purpose.
Marketing director
FAQ
Straight answers.
How much does a fix cost?
The $201 engagement covers critical bugs and stabilization for a single codebase. Larger architectural repairs are scoped after the audit, with the number explained before work starts. You will know what is included.
How long does it take?
Small apps are often stable in a few days. Systems with deep architectural issues can take weeks of refactoring, tests, and deploy work. The first look happens within a day of access.
Can you add features after the cleanup?
Yes. Payments, auth, dashboards, analytics, and third-party APIs land more safely once the foundation is sound. The monthly partnership is built for that ongoing work.
How do we share the code?
Invite us to GitHub, GitLab, or Bitbucket, or grant access to the AI platform that holds the project. A short note on what is breaking is enough to start.
Is the code kept confidential?
Yes. We will sign an NDA before the audit. Your IP stays yours, and access is limited to the people doing the work.
What if the stack is unfamiliar?
If it is code, we can read it. We specialize in web and mobile products. If a tool is outside that, we tell you before the engagement starts.
Will you explain it without jargon?
That is the point. You should leave knowing what was risky, what we changed, and what it means for the business — not a lecture on patterns.
How do we stay in touch?
A shared Slack channel for the engagement. You talk to the engineers doing the work, not a ticket layer.
Contact
Tell us what is breaking.
The bug you cannot squash, the launch you keep delaying, the file nobody will open. We usually reply within a few hours.
Send a brief
Share what’s broken and how to reach you. We’ll reply within a few hours.
We usually reply within a few hours.