You will get AI-Generated App Production Audit: Architecture, Security & Roadmap
Top Rated
Project details
Your AI-built app works in the demo and breaks in production. Lovable, Replit, Bolt, and Cursor get founders to a working prototype fast, but auth, payments, data integrity, and security are usually held together with tape. I find out exactly what is broken before your users do.
You get a production readiness audit from a senior full stack developer: I review the codebase and core flows, test authentication, payments, API security, and data handling, and deliver a prioritized report of what must be fixed, what can wait, and what is fine. No vague advice, each finding comes with the concrete fix.
I do this work regularly: taking over existing and AI-generated codebases is part of my practice, alongside full stack development of AI products. Top Rated Plus, 100% Job Success, $100K+ earned on Upwork.
Starter is the audit and report. Standard adds fixes for the top critical issues. Advanced is a stabilization sprint that leaves you with hardened auth and payments, tests on core flows, a deployment pipeline, and documentation.
You get a production readiness audit from a senior full stack developer: I review the codebase and core flows, test authentication, payments, API security, and data handling, and deliver a prioritized report of what must be fixed, what can wait, and what is fine. No vague advice, each finding comes with the concrete fix.
I do this work regularly: taking over existing and AI-generated codebases is part of my practice, alongside full stack development of AI products. Top Rated Plus, 100% Job Success, $100K+ earned on Upwork.
Starter is the audit and report. Standard adds fixes for the top critical issues. Advanced is a stabilization sprint that leaves you with hardened auth and payments, tests on core flows, a deployment pipeline, and documentation.
Programming Languages
JavaScript, Python, TypeScriptCoding Expertise
Cross Browser & Device Compatibility, Performance Optimization, SecurityWhat's included
| Service Tiers |
Starter
$295
|
Standard
$650
|
Advanced
$1,800
|
|---|---|---|---|
| Delivery Time | 4 days | 7 days | 14 days |
Number of Revisions | 1 | 1 | 2 |
Bug Investigation | |||
Fix Documentation | |||
Detailed Code Comments | - |
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AG
Andrew G.
Jun 26, 2026
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Victoria L.
Mar 2, 2026
Senior Full Stack & AI Integration Engineer
Great person to work with!
AR
Ali R.
Jan 9, 2026
Senior Full Stack AI Engineer
One of the best AI Engineers we've ever worked with. Highly Recommended.
MW
Mike W.
Dec 1, 2025
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IK
Illia K.
Nov 4, 2025
30 minute consultation
The consultation with Glib was very informative and well-structured. He clearly understands the topic, provided specific suggestions, and answered all questions in detail. I’m planning to continue working with him and would recommend his services to others
About Glib
Full-Stack AI Engineer | Agents, RAG & SaaS | React, Node, Python
100%
Job Success
Lviv, Ukraine - 7:30 am local time
I own the product end to end: UI and workflow design, APIs, data model, AI integration, permissions, retrieval quality, structured output, deployment, cost, and reliability. The goal is a working product, not a model prototype or a chat box added at the end.
Recent work includes:
• A partner-discovery SaaS with a Claude tool-use agent that researches and qualifies 10,000+ companies, then returns cited answers.
• An enterprise RAG system over internal documents, with group-based access control enforced at the PostgreSQL/pgvector layer.
• A document-AI platform that turns supplier PDF, Word, and Excel specifications into structured product data and completed retailer forms.
• AI-powered web and mobile products, including a caregiver copilot with structured summaries and safeguards around sensitive data.
• Computer-vision systems that improved detection accuracy by 36% and reduced manual QA by 65%.
My core stack is React, Next.js, TypeScript, Node.js, NestJS, Python, FastAPI, PostgreSQL, MongoDB, AWS, Docker, and REST/GraphQL APIs. For the AI layer, I work with OpenAI, Claude, Gemini, LangChain, embeddings, vector search, and applied ML/CV when the product needs it.
I bring 8+ years of engineering experience, including R&D at SoftServe, plus 42 Upwork contracts, 2,400+ hours, $100K+ earned, 100% Job Success, and Top Rated Plus status.
If you need a full-stack developer to build an AI product, add dependable AI features to an existing SaaS, or take over an AI-generated codebase that needs to work beyond the demo, send a short note with the product and outcome you need.
Steps for completing your project
After purchasing the project, send requirements so Glib can start the project.
Delivery time starts when Glib receives requirements from you.
Glib works on your project following the steps below.
Revisions may occur after the delivery date.
Access and priorities
You share repo access and tell me what worries you most, and I confirm the audit scope.
Audit
I review the codebase and test core flows: authentication, payments, API security, and data handling.