AI Built the Prototype.
We Build the Product.
Your AI coding tool generated a working prototype in days. Now turn it into software that handles real users, real payments, and real scale. Our AI-to-production engineering sprint transforms your prototype into production-grade software in 14 days.
Need something lighter? Start with our vibe coding development or vibe-coded app rescue services.
From Prototype to Production in 14 Days
AI coding tools are extraordinary at generating working software in hours. Founders ship prototypes, demo to investors, and validate ideas faster than ever before. But there is a critical gap between a prototype that demos well and software that can handle real customers, real money, and real scale.
At Control Shift, our AI-to-production engineering team specialises in bridging that gap. We take your AI-generated code and systematically engineer it into production-grade software — secure, tested, performant, and deployable.
Why AI Prototypes Fail in Production
AI tools are optimised for speed and functionality, not production readiness. Every AI-generated codebase we audit has the same categories of critical issues:
What We Fix
Security
Full audit + hardening
Architecture
Clean, scalable code
Testing
Automated test suites
Deployment
CI/CD + monitoring
Have an AI Prototype That Needs Production Engineering?
Send us your codebase. We will tell you exactly what needs to change to go from prototype to production.
Send Us Your AI AppThe 14-Day Production Sprint
A structured engineering process that takes your AI prototype from demo-ready to production-grade.
Day 1–2
Architecture Audit + Planning
Deep code review of your entire AI-generated codebase. We map architecture, identify security vulnerabilities, document dependencies, analyse database design, and create a prioritised production roadmap.
- Codebase architecture review
- Security vulnerability scan
- Dependency audit
- Database schema analysis
- Production roadmap creation
Day 3–5
Security Hardening + Authentication
Eliminate exposed secrets, implement proper authentication and authorisation, add input validation, secure API endpoints, and establish session management that meets production standards.
- Secrets and credentials cleanup
- Authentication system implementation
- Role-based access control
- API security hardening
- Input validation and sanitisation
Day 6–9
Core Engineering + Database
Restructure code into clean, maintainable architecture. Fix database schemas, add proper indexes, optimise queries, refactor monolithic components, and build scalable patterns.
- Architecture restructuring
- Database schema optimisation
- Query performance tuning
- Code refactoring
- Error handling patterns
Day 10–11
Testing + Quality Assurance
Build comprehensive automated test suites — unit tests, integration tests, and end-to-end tests. Establish quality gates to prevent regressions and ensure reliability at scale.
- Unit test suite
- Integration test coverage
- End-to-end test setup
- Quality gate configuration
- Regression prevention
Day 12–13
Performance Optimisation
Optimise frontend rendering, reduce bundle sizes, improve API response times, implement caching strategies, and ensure your application handles production load without degradation.
- Frontend performance audit
- Bundle size optimization
- API response time tuning
- Caching strategy implementation
- Load testing
Day 14
Production Deployment + Monitoring
Set up CI/CD pipelines, configure monitoring and alerting, deploy to production infrastructure, verify health checks, and hand over with documentation and knowledge transfer.
- CI/CD pipeline setup
- Monitoring and alerting
- Production deployment
- Health check verification
- Documentation and handover
What You Get
Every production sprint delivers a complete set of engineering fundamentals your business needs.
Production Engineering Pricing
One flat price. Full production engineering. No hourly surprises, no hidden costs.
Production Sprint
AI-generated apps ready for production
AED 9,500
$2,587
7–14 days
- Full architecture audit + cleanup
- Security hardening + authentication
- Comprehensive test suite
- CI/CD pipeline + deployment
- Monitoring + alerting setup
- Performance optimisation
- Technical documentation
- 100% code ownership
Your AI Built It.
Our Team Tests It.
The production sprint is not a rewrite. We keep what works, fix what does not, and add everything your application needs to operate as real software. Here is how the engagement flows from day one to deployment.
Code Audit
We review your AI-generated codebase across 30+ production readiness criteria.
Architecture Plan
We design the production architecture, identify what to keep and what to rebuild.
Engineering Sprint
Our engineers work through security, testing, performance, and deployment.
Ship to Production
Your app goes live — monitored, tested, secure, and ready for real customers.
Ready to Go Production?
Real Products.
Impact Driven Systems.
We collaborate with ambitious founders to turn complex challenges into high-performance digital systems.
Trusted by Visionary Founders
"Control Shift has been instrumental in reshaping our digital strategy. Their commitment to excellence and deep industry knowledge set them apart."
Asif Shuja
FOUNDER GEOPOCONSULT
"The expertise and creativity at Control Shift have elevated our online presence. Their tailored solutions perfectly align with our business goals."
Hasan Dweik
CEO ULTRATEC 3D
"Control Shift has delivered outstanding results for our brand. Their innovative approach and seamless execution have truly impressed us."
Yasir Arafeh
CEO ULTRATEC 4D
"Control Shift has been instrumental in reshaping our digital strategy. Their commitment to excellence and deep industry knowledge set them apart."
Asif Shuja
FOUNDER GEOPOCONSULT
"The expertise and creativity at Control Shift have elevated our online presence. Their tailored solutions perfectly align with our business goals."
Hasan Dweik
CEO ULTRATEC 3D
"Control Shift has delivered outstanding results for our brand. Their innovative approach and seamless execution have truly impressed us."
Yasir Arafeh
CEO ULTRATEC 4D
"Control Shift has been instrumental in reshaping our digital strategy. Their commitment to excellence and deep industry knowledge set them apart."
Asif Shuja
FOUNDER GEOPOCONSULT
"The expertise and creativity at Control Shift have elevated our online presence. Their tailored solutions perfectly align with our business goals."
Hasan Dweik
CEO ULTRATEC 3D
"Control Shift has delivered outstanding results for our brand. Their innovative approach and seamless execution have truly impressed us."
Yasir Arafeh
CEO ULTRATEC 4D
Frequently Asked Questions
Common Questions
Our standard engagement is a 14-day production sprint. Simple single-feature apps can be production-ready in as little as 7–10 days. Complex multi-service systems may extend to 20–30 days depending on scope, integrations, and architecture complexity.
We work with all major AI-generated codebases — Lovable, Bolt, Replit, Cursor, Claude Code, Codex, GitHub Copilot, Firebase Studio, and any stack built with Next.js, React, Flutter, Node.js, or similar frameworks. It does not matter how the code was generated; we make it production-ready.
Yes. Most AI-generated prototypes have the right core logic but lack production fundamentals — security, testing, performance, monitoring, and deployment infrastructure. Our engineering sprint adds everything your prototype is missing so it can handle real users, real payments, and real scale.
You receive production-ready source code, a full test suite, CI/CD pipelines, monitoring and alerting setup, a completed security audit report, deployment infrastructure, performance optimizations, and technical documentation. You own 100% of the code — no lock-in.
Our AI-to-production sprint is a flat AED 9,500 ($2,587) — covering the full engineering lifecycle from architecture audit through to production deployment. The scope is designed for most AI-generated apps and includes security, testing, CI/CD, monitoring, and documentation. We send a fixed, itemised quote after a free code audit.
In most cases we can rescue and improve the existing codebase. Our architecture audit on Day 1–2 tells us exactly what is salvageable and what needs rewriting. In the rare cases where a rewrite is more cost-effective, we tell you that upfront before any engineering begins.
AI-to-production is our highest-value engineering service. For lighter engagements, explore our vibe coding development, vibe-coded app rescue, and AI code audit services — or see our custom software development for traditional builds.
Our AI Development Services
From vibe coding to production — we cover every stage of the AI software development lifecycle.
Vibe Coding Development
AI-powered app development from idea to launch.
Vibe-Coded App Rescue
Fix broken AI-generated apps — security, architecture, performance.
Vibe-Coded App Audit
30+ point technical audit of AI-generated apps.
AI Code Audit
Professional review of any AI-generated code.
AI-to-ProductionCurrent
14-day sprint to turn AI prototypes into production software.
Lovable Development
Expert engineering for Lovable-generated apps.
Bolt Development
Expert engineering for Bolt-generated apps.
Replit Development
Migration, scaling, and production for Replit apps.
Cursor Development
Code review, architecture, and production for Cursor projects.
Claude Code Development
Expert engineering for Claude Code projects.
Codex Development
Audit, production, and enterprise for OpenAI Codex projects.
AI-to-Production Worldwide.
From prototype to live product across 7 countries and 28+ cities.
Explore Our Software Services
We provide end-to-end software solutions to help your business scale efficiently in the digital era.
MVP App Development
Launch your product in weeks with our agile MVP development process.
Mobile App Development Dubai
High-performance native and cross-platform mobile applications.
AI Sales Funnels
Automate your sales process with intelligent AI-driven funnels.
UI/UX Design
User-centric designs that drive engagement and conversions.
Software Development Company Dubai
Your partner for end-to-end digital transformation and software engineering.
ERP Software Development
Custom ERP with UAE VAT, WPS payroll & e-invoicing compliance. From AED 60,000.
Tech Staff Augmentation
Scale your team quickly with our expert developers and engineers.
Web Development
Scalable and SEO-optimized web applications built with modern tech.
E-commerce Dev
Custom e-commerce solutions that drive sales and growth.
Next.js Development
Blazing fast web applications using the power of Next.js.
Custom Software
Tailored software solutions designed for your unique business needs.
From Prototype to Production
in 14 Days.
Speed of AI. Confidence of production engineering.
Tell us about your project
- We respond within 12 hours
- NDA available on request
- Dedicated consultant specialists
WhatsApp Us
+971 54 483 2290Direct Email
[email protected]Personal Details
Sourced Context on AI Development
Sourced context, grounded in verifiable references.
Artificial intelligence systems learn from data to perform tasks — such as language understanding, image recognition and decision support — that typically require human intelligence.[1]
Generative large language models can draft text, answer questions and automate routine conversations, making them widely used for customer support and content production.[2]
Sources & References
- [1]Artificial intelligence — Wikipedia · en.wikipedia.org/wiki/Artificial_intelligence
- [2]Large language model — Wikipedia · en.wikipedia.org/wiki/Large_language_model