Cursor wrote a lot of code. We make it a codebase you can trust.
Cursor projects go further than most AI builds, often into large, ambitious codebases. That’s also why they get hard to manage: inconsistent patterns, no tests and code nobody fully understands anymore. We restructure and harden it so you can launch with confidence and keep moving fast.
You talk to the engineer who builds it. No account managers, no hand-offs.
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What breaks in Cursor apps
Five ways of doing the same thing
Different prompts produced different patterns for data fetching, state and errors, so the code fights itself.
No tests, so every fix is a gamble
Bugs return after being fixed because nothing checks the flows that matter.
Secrets and keys in the repo
API keys and credentials committed to Git or shipped to the browser.
Hidden security gaps
Missing authorization checks, unvalidated input and endpoints that trust whatever the client sends.
Dependency drift
Packages pulled in for one feature and never removed, with conflicting versions and known vulnerabilities.
Nobody can explain the architecture
The system works, but no one can say how the pieces fit together, which makes hiring and onboarding painful.
What we usually see
A capable founder or small team has shipped a lot, quickly. Now every new feature takes longer than the last, bugs come back after being fixed, and nobody is sure what a change will break. The code needs an experienced engineer to set the structure, and that’s what we do.
“Virgil was so easy to work with and great at communicating and leading the project. I appreciate his help!”
What we fix
- Audit the codebase and map how it actually works
- Pick one pattern for each concern and refactor toward it
- Add tests around the critical flows first
- Remove secrets from the repo and rotate them
- Close authorization and validation gaps
- Document the architecture so new engineers can contribute safely
Rescue work
Vibe-code rescue and AI product build
Signa
Signa proved its idea for AI jewelry design with a Replit prototype. We built it into a production B2B platform with business accounts, subscription billing, AI image generation and automated workflows.
Read the case study
Vibe-code rescue and ongoing development
Clipflo
Clipflo is a video gallery platform for wedding content creators, built in Lovable by its founder. It took off fast, and its creators were soon uploading far more video than a first version is built for. We rebuilt the upload pipeline for scale and stayed on as Clipflo’s engineering team.
Read the case study
Ways to work with us
Fixed price when the scope is clear. A monthly team when it isn’t.
Strategy call
Free
30 minutes
A straight answer on what you need, what it should cost and the fastest path to launch.
Book a free strategy callLaunch Blueprint
$1,499
Fixed price, 5 business days
For AI-built apps, new AI products and automations
Built something with Lovable, Replit, v0, Bolt or Cursor? A senior engineer reviews your code, security, payments, data and hosting and tells you what to keep, fix or rebuild. Planning a new AI product or automation? We test it on a sample of your real data and work out the models, running costs and architecture. Either way, you get a clear path to launch and a quote to get there, 100% credited toward your build.
Get a Launch BlueprintMonthly development
$2,900+
Per month. Cancel with 30 days’ notice
For ongoing work and anything where the scope is still moving
A dedicated block of senior engineering hours every month, led by Virgil, for new features, fixes and support without re-quoting every change.
- Support20 hours$2,900/mo
- Build40 hours$5,600/mo
- Team80+ hoursfrom $10,500/mo
How we work
- 1
Scope
We agree on what gets built, what it costs and when it ships.
- 2
Build
Milestones or a monthly plan, with a demo every week. Problems raised early, in plain English.
- 3
Launch
We deploy, monitor and hand over. Then we stay on if you want us to.
You own all the code, accounts and IP. No lock-in.
Cursor questions
Do you use AI tools yourselves?
Yes, every day. The difference is senior engineering judgment around them: clear architecture, tests and review. We’ll set your project up so you can keep using Cursor productively.
Will you stop us from shipping while you clean up?
No. We refactor in small steps alongside your roadmap, starting with the risks that matter most.
Which languages and frameworks do you cover?
TypeScript, React, Next.js, Node, PHP and Laravel, Python, Postgres and Supabase, plus the major AI APIs. If your stack is unusual, ask on the strategy call.
Can you work with our existing developers?
Yes. We often act as technical lead for an existing team, reviewing code and setting standards while they keep building.
Where do we start?
The $1,499 Launch Blueprint gives you an architecture map, a ranked list of risks and a plan with a quote.
LET’S TALK.
Book a free 30-minute strategy call with Virgil
Pick a time that suits you. You’ll get a straight answer on what you need, what it should cost and the fastest path to launch.