Velocity was
exceptional for a
month. Then zero.
Fragile or stalled AI-generated code, stabilized, tested and re-architected against specs so you can ship it with confidence.
Trusted on systems that cannot fail
What vibe coding is,
and why it matters.
Vibe coding builds software with heavy assistance from AI tools, favouring speed, intuition and iteration over rigid structure. It lets a team explore ideas, prototype a complex system in days and start user testing early.
The difficulty comes as those systems move towards production, where maintainability, reliability, performance and scale start to matter. The gaps surface at the worst moment: at launch, with real customers, real data and real payments.
What it looks like when it stalls.
Eight symptoms we see on almost every rescue. Two or more of them, and the audit pays for itself.
Every fix breaks something somewhere else.
There are no tests, or the tests no longer run.
Nobody on the team can explain how a core flow works.
Onboarding a new engineer takes weeks of guesswork.
Dependencies are outdated and nobody dares upgrade them.
Secrets, keys or credentials are somewhere in the repo.
The same logic exists in three places, slightly different each time.
Deploys happen by hand and only one person can do them.
Fixed price. One to two weeks. The findings are yours whether or not you continue with us.
Rescue services,
from audit to handover.
One team, accountable for the whole lifecycle, not a slice of it.
Codebase audit
A fast, honest read on what works, what is fragile and what has to change.
Stabilization and triage
Critical bugs and instability addressed first, so the product stops fighting you.
Test harness retrofit
Characterization and spec-derived tests added to lock current behavior.
Re-architecture to spec
Tangled areas restructured around clear specs, incrementally rather than all at once.
Security and dependency cleanup
Vulnerable dependencies and unsafe patterns found and removed.
Handover and enablement
Documentation and walkthroughs so your team can own it going forward.
What the rescue actually covers.
Five workstreams. The audit says which ones you need and in what order.
Comprehensive code audit
Every file, route and query reviewed. You get what is broken, what is dangerous and what is sound, with severity rankings and a prioritised fix list.
Security hardening
Authentication, authorisation, input validation, rate limiting, secret management and dependency patching, closed the way it should have been built.
Production deployment
Hosting, SSL, database provisioning, environment config, CI/CD, monitoring and logging, with rollback and zero-downtime releases.
Code quality refactoring
The codebase restructured for maintainability: component architecture, type safety, error handling, tests and documentation a team can work from.
Ongoing maintenance
After the rescue we stay reachable: dependency updates, security patches, performance monitoring and the next round of features.
Spec-driven, AI-assisted
delivery, governed end to end.
AI agents build. Senior engineers hold the gates. The framework that turns AI speed into governed, predictable delivery, from the first call through to support after launch.
Months before you can test anything real.
Before vibe coding, getting an idea in front of users took a full delivery cycle. It worked, but nothing was testable until late.
- ~1 week 1 Consult a development firm Briefings, scoping calls and an initial proposal.
- ~2 weeks 2 Requirements and specification Analysts write the document the build will run from.
- ~1-3 weeks 3 Design and estimation Wireframes, architecture and a figure to sign off.
- ~2-8 weeks 4 Build the first release Nothing is testable by a real user until this finishes.
- ~2 weeks 5 Test and launch QA, fixes and a go-live window.
You prototype. We make it production-grade.
We work with you rather than for you: you keep building, we govern what ships. Weeks instead of months.
- ~1-2 hours 1 Choose a vibe code platform Pick a tool and workflow that match your team.
- ~2 weeks 2 Prototype your most valuable use case Start with the core user story, a few key screens, and test it quickly.
- ~1-3 weeks 3 We pull the requirements from the prototype The working prototype becomes clearer scope, stronger specs and a real path to production.
- ~2-8 weeks 4 Keep vibe coding while we harden it You keep exploring flows and features while we stabilise and push towards launch.
What the framework delivers
We pick up projects
from every major AI builder.
Different tools leave different fingerprints. Our engineers know the common failure patterns of each, so the audit is targeted rather than a generic code review.
AI coding agents and IDEs
Full-app builders
UI and component generators
How we work together
Every engagement runs on the Agentic SDLC, with senior engineers at every gate.
Audit only
A full read of your codebase and a written report, with no commitment to further work.
- Written report in one to two weeks
- Risk and readiness rating
- Fixed price for any further work
- No obligation to continue
Fix and harden
We close the security and stability gaps so the product is safe to keep building on.
- Security and access hardening
- Architecture cleanup
- Fixed price, milestone payments
- 30 days of post-fix support
Full rescue and launch
Everything in fix and harden, plus finishing the stalled features and taking it live.
- Feature completion
- Deploy pipeline and monitoring
- Launch on your domain
- Optional ongoing retainer
Every engagement starts with an assessment. It is fixed price, it ends in a written plan, and the plan is yours whether or not you continue with us.
Certified, accredited and independently reviewed
- Built to SOC 2 Type II criteria
- GDPR-compliant processing, DPA available
- NDA and IP assignment as standard
Explore other services
All servicesFrequently asked questions.
Something not covered here? Ask an engineer directly, no SDRs, no funnel.
Will you tell us to throw it away?
Only if that is the honest answer, and we will show the reasoning. Most codebases we see are worth stabilizing. A rewrite restarts the risk clock.
How fast do we get an answer?
The audit takes one to two weeks and ends with a written risk register and a sequenced plan you can act on with or without us.
Can you work on a live product?
Yes. Stabilization happens behind tests and feature flags, with the product running.
Do you keep using AI on the rescue?
Yes, inside the harness: specs first, tests derived from them, human gates on every merge. The tooling is not the problem. Ungoverned use of it is.
What do we get if we stop after stabilization?
A product that stops breaking, a test suite that tells you when it does, CI running on every change, and documentation your team can work from.
Let's Work Together
Tell us what you're building. Our engineers will respond within 1 business day with a concrete next step - no sales script, no obligation.
- Email[email protected]
- Phone(+84) 246.276.3566
- Response TimeWithin 1 business day