Prodvibe: Your vibe-coded app, made production-ready
For vibe-coded projects

You vibed it into existence.
We make it production-ready.

You built something real with AI, fast. Prodvibe finishes the job: we fix the bugs, close the security holes, complete the missing features, and stand up professional cloud infrastructure so your app survives real users.

// from prototype to PRD, without losing the vibe
prodvibe :: pipeline
$ prodvibe run production-readiness
Codebase audit & bug sweep✓ pass
Security & penetration test✓ pass
Dependency vulnerability scan✓ patched
Load test (10,000 concurrent users)✓ pass
DEV / UAT / PRD environments✓ live
CI/CD + Git best practices✓ configured
Logging & observability✓ streaming
▲ READY FOR PRODUCTION. Deploying to PRD
VIBE──▶ DEV──▶ UAT──▶ PRD
The gap

AI got you to 80%. The last 20% is where apps live or die.

Vibe coding is brilliant for building fast. But the code AI ships by default was never reviewed for what happens when real users, real attackers, and real traffic arrive.

✗ FAIL: security

Exposed secrets & open doors

Hardcoded API keys, missing auth checks, injection vulnerabilities, and permissive access rules that attackers scan for automatically.

✗ FAIL: reliability

Works on demo day, breaks on launch day

Edge cases nobody prompted for, race conditions, unhandled errors, and half-finished features that surface the moment a stranger uses the app.

✗ FAIL: scale

Falls over under load

Unindexed queries, no caching, no rate limiting, single points of failure. Fine for 10 users; a fire for 10,000.

✗ FAIL: operations

No environments, no rollback

Editing production directly, no Git history worth trusting, no staging environment to test in, and no way back when a deploy goes wrong.

✗ FAIL: visibility

Debugging in the dark

When something breaks, there are no logs, no alerts, no traces. Just angry users and guesswork.

✗ FAIL: compliance

Data handled on hope

Personal data with no audit trail, no backups, no retention policy. It becomes a problem the day a customer, partner, or regulator asks questions.

Read more: the full breakdown of the gap →
Services

Everything between your prototype and production.

One engagement covers the full journey, and it always starts with a free, scored production-readiness audit. Every service below ships as working systems in your stack, not a slide deck of recommendations.

01 · finish

Bug fixing & feature completion

We take your project the last mile: squashing bugs and building the features AI left half-done.

  • Full codebase audit & bug sweep
  • Missing feature implementation
  • Edge case & error handling
  • Refactoring to maintainable patterns
  • Automated test suites (unit, integration, E2E)
02 · secure

Security & penetration testing

We attack your app before someone else does, then fix everything we find.

  • Penetration testing (OWASP Top 10 & beyond)
  • Authentication & authorization hardening
  • Secrets management (no more keys in code)
  • Input validation & injection defense
  • Security fix implementation & retest
03 · patch

Vulnerability & dependency management

Every library and package scanned, patched, and kept current with approved versions.

  • SAST & dependency vulnerability scans
  • Patching to latest approved versions
  • Automated scanning in your CI pipeline
  • License compliance review
  • Ongoing patch management
04 · scale

Load & performance testing

We simulate the traffic you hope for and make sure the app holds.

  • Load, stress & spike testing
  • Database query optimization & indexing
  • Caching, queuing & rate limiting
  • Auto-scaling configuration
  • Performance budgets & benchmarks
05 · deploy

Cloud environments & CI/CD

Proper DEV, UAT, and PRD environments on the cloud, with deployments that are boring, in the best way.

  • DEV / UAT / PRD environment setup
  • Infrastructure as Code (Terraform & co.)
  • CI/CD pipelines with automated gates
  • Zero-downtime deploys & instant rollback
  • Cloud cost optimization
06 · control

Git & version control best practices

A clean, professional Git workflow so every change is tracked, reviewed, and reversible.

  • Repository restructure & branch strategy
  • Protected branches & review workflows
  • Meaningful commit & release conventions
  • Environment-specific configuration
  • Release tagging & changelogs
07 · observe

Logging, monitoring & alerting

Robust, secure logging so debugging is fast, accurate, and audit-ready.

  • Structured, centralized logging
  • Error tracking & distributed tracing
  • Uptime monitoring & smart alerts
  • Dashboards for health & usage
  • Compliance-grade audit trails
08 · protect

Reliability, backups & recovery

When something goes wrong (not if), your data and uptime survive it.

  • Automated backups & restore drills
  • Disaster recovery planning
  • High availability & failover setup
  • Data retention & privacy compliance
  • Incident response runbooks
09 · empower

Professional agentic tooling setup

Keep vibe coding, now with the guardrails and agentic tools professional teams use.

  • Agentic coding tools configured for your repo
  • AI guardrails: reviews, tests & CI gates
  • Project rules & context files for better AI output
  • Documentation AI (and humans) can navigate
  • Training & handover for your workflow
10 · comply

Compliance & documentation

Privacy compliance that matches reality, and documentation that survives investor due diligence.

  • GDPR / CCPA / Privacy Act packages
  • Data mapping & deletion workflows
  • Dependency license audits
  • Architecture diagrams & API docs
  • Runbooks & onboarding guides
11 · rescue

Emergency rescue

Fixed-price rapid response when your app is down, breached, or bleeding money. Stabilize first, explain second, harden third.

  • Immediate senior-engineer response
  • Outage triage & restoration
  • Breach containment & secrets rotation
  • Runaway cloud costs capped in hours
  • Root-cause report & permanent fix
12 · guard

Ongoing care & advisory

Production is a state you maintain. We can stay in your corner after launch.

  • Production Guardian retainer plans
  • QA-as-a-service on every release
  • Fractional CTO for non-technical founders
  • Team training on safe AI-assisted coding
  • Monthly health & cost reports
Read more: every service explained in full →
Process

Four phases. One outcome: an app you can trust.

A structured engagement with clear gates: the same discipline we install in your project, applied to how we work with you.

PHASE 01

Audit

We review your entire codebase, infrastructure, and security posture, then deliver a prioritized production-readiness report: what's broken, what's risky, what's missing.

PHASE 02

Stabilize

Bugs fixed, missing features completed, tests written, Git workflow established. Your app now behaves predictably and every change is tracked.

PHASE 03

Harden

Pen tests, vulnerability patching, load testing, DEV/UAT/PRD environments, CI/CD, logging and monitoring. Your app is now secure, scalable, and observable.

PHASE 04

Hand back

You get a production system plus the professional agentic tooling, guardrails, and documentation to keep building on it yourself, safely.

Read more: the full process, gates and commitments →
After the engagement

Keep the vibe. Lose the risk.

We don't take your project away from you. We upgrade how you build it. You leave with a professional agentic coding setup, so the next feature you vibe into existence lands in DEV, passes its gates, and ships to PRD like a pro team shipped it.

  • Agentic tools, professionally configuredModern AI coding agents wired into your repo with project rules and context, so they write code that fits your codebase.
  • Guardrails on every changeAutomated tests, security scans, and code review gates run on each commit, so AI mistakes get caught before they reach users.
  • Safe environments to experiment inVibe freely in DEV, validate in UAT, and promote to PRD with one approval. Production stays protected.
  • Docs and handover includedArchitecture docs, runbooks, and a walkthrough so you (and your AI tools) always know how the system works.
Deliverables

What you walk away with.

Every engagement is scoped to your project, drawing from this menu of concrete deliverables.

  • Production-readiness audit report
  • Bug fixes across the full codebase
  • Completed missing features
  • Automated test suite with coverage targets
  • Penetration test report + all fixes applied
  • Vulnerability scan & dependency patching
  • Secrets management & key rotation
  • Hardened authentication & access control
  • DEV, UAT & PRD cloud environments
  • Infrastructure as Code for all environments
  • CI/CD pipeline with quality gates
  • Git workflow & branch protection
  • Load test report & scalability fixes
  • Caching, queuing & rate limiting
  • Centralized logging & error tracking
  • Monitoring dashboards & alerting
  • Automated backups & recovery plan
  • High-availability configuration
  • Compliance-ready audit trails
  • Cloud cost optimization review
  • Agentic coding environment setup
  • Architecture documentation & runbooks
  • Incident response playbook
  • Team handover & training session
Read more: every deliverable explained →
About us

Fluent in AI tools. Fluent in production.

Prodvibe is a team of senior production engineers who are also daily, expert users of the modern AI development stack. We build with Claude Code (Anthropic), Codex and ChatGPT (OpenAI), Cursor, GitHub Copilot, and Visual Studio Code; we author our own MCP servers, skills, plugins, and multi-agent workflows; and we've spent years shipping and operating systems with real users, real attackers, and real uptime obligations. That dual fluency means we can read what your AI built, fix what's dangerous, and configure your tools so they build better next time.

Claude Code Codex Cursor ChatGPT Visual Studio Code GitHub Copilot MCP servers Agents Skills & plugins CI/CD Pen testing SRE
Read more: our capabilities and toolbox →
FAQ

Questions founders ask us.

My app was built entirely with AI. Can you really work with it?

Yes, that's our specialty. AI-generated codebases have recognizable patterns and recurring pitfalls, and we've built our audit process around exactly those. Whatever stack your AI tool chose, we meet the project where it is.

Will you rewrite everything from scratch?

Almost never. Rewrites are slow, expensive, and usually unnecessary. We keep what works, refactor what's fragile, and replace only what genuinely can't be salvaged, so you keep your momentum.

Can I keep building on the app myself afterwards?

That's the whole point. You leave with DEV/UAT/PRD environments, guardrails, and professionally configured agentic coding tools, so you keep vibe coding, and the safety nets catch problems before production does.

What does an engagement look like?

It starts with a free production audit of your project. From there we scope the engagement across our four phases (Audit, Stabilize, Harden, Hand back) with fixed deliverables and clear gates, so you always know what you're getting and when.

Which clouds and stacks do you support?

All major clouds (AWS, Google Cloud, Azure) plus modern platforms like Vercel, Netlify, Supabase, and Firebase. On the code side we cover the stacks AI tools favor: JavaScript/TypeScript, Python, Ruby, and more.

Is my code and data safe with you?

We work under NDA, with least-privilege access you grant and can revoke at any time. Everything we find in security testing stays confidential, and we document every change through your Git history.

Final finding

Every vibe-coded app gets audited eventually. Choose who goes first.

Option A

The investor

Finds it during due diligence. The valuation conversation changes. The round slows down.

Option B

The attacker

Finds it on a Saturday night. You learn about it from your users. Or from the news.

✓ Option C · Recommended

Prodvibe

Finds it this week. Hands you the fix list. Nobody else ever has to know.

Ready to ship it for real?

Send us your project and we'll come back with a free production-readiness audit: what's solid, what's risky, and exactly what it takes to go live with confidence.

Get your free audit: hello@prodvibe.ai $ prodvibe deploy --env PRD ▲