StackLift AI
Production rescue

Turn a promising AI-coded prototype into production-ready software.

StackLift AI helps non-technical founders and business teams move beyond a prototype that looks close but is blocked by auth, data, deployment, QA, security, or maintainability.

StackLift AI audits the prototype, separates what can be kept from what must be rebuilt, and creates a production hardening plan with release gates.

Rescue prototype

Who this is for

Built for teams facing these challenges.

Founders, SMB teams, and operators who built a prototype with AI coding platforms and now need senior engineering review before launch.

Prototype works locally but not in production

No clear QA or deployment path

Security and data model uncertainty

Non-technical team stuck before launch

What you get

Concrete outcomes, not vague promises.

01

Code and architecture audit

02

Security and auth risk review

03

QA and deployment checklist

04

Hardening backlog and launch path

Deliverables

What gets built and handed off.

Every StackLift engagement ends with documented, production-ready deliverables — not a handoff meeting and a folder of files.

01

Prototype audit

02

Risk register

03

Production-readiness checklist

04

Hardening backlog

05

Release plan

Relevant search terms

vibe coded app rescueAI coded app production hardeningprototype to productionAI app code audit

Ready to scope this project?

Submit your requirements and receive a structured delivery plan in 60 seconds — before any engineering begins.

Build delivery plan

Start building

Turn this requirement into a delivery plan.

Submit your project and receive a structured scope, complexity estimate, and delivery roadmap — engineered for your specific requirements.