You will get an audit of your AI-generated codebase with a stabilization plan
Project details
Your MVP was built fast with Cursor, ChatGPT or a no-code-plus-AI stack. Investors liked the demo. Now the hard questions: Will it survive real users? Is customer data secure? Can a new developer even understand it?
Vibe coding is a fine way to ship fast. But AI-generated codebases fail in predictable ways: hardcoded secrets, missing auth checks, injectable queries, chaotic architecture, silent errors, no thought of scale. Invisible in a demo. Expensive in production.
30 years in engineering, 20 of them as CTO of a dev company. I audit AI-generated code the way I'd audit it before putting my own company's name on it.
WHAT YOU GET
• Security-first audit: secrets, auth, data exposure, injection risks
• Architecture & code quality: maintainable vs. time bomb
• Scalability: what breaks first when users arrive
• Severity-ranked report with a fix for every issue + a walkthrough call
• Stabilization plan: fix now / can wait / rewrite - honest advice included
WHO THIS IS FOR
Founders (technical or not) who shipped an AI-built MVP and need to know where they stand before scaling, fundraising, or hiring.
Ready to act? I can do the fixing too - or bring in a vetted team.
Vibe coding is a fine way to ship fast. But AI-generated codebases fail in predictable ways: hardcoded secrets, missing auth checks, injectable queries, chaotic architecture, silent errors, no thought of scale. Invisible in a demo. Expensive in production.
30 years in engineering, 20 of them as CTO of a dev company. I audit AI-generated code the way I'd audit it before putting my own company's name on it.
WHAT YOU GET
• Security-first audit: secrets, auth, data exposure, injection risks
• Architecture & code quality: maintainable vs. time bomb
• Scalability: what breaks first when users arrive
• Severity-ranked report with a fix for every issue + a walkthrough call
• Stabilization plan: fix now / can wait / rewrite - honest advice included
WHO THIS IS FOR
Founders (technical or not) who shipped an AI-built MVP and need to know where they stand before scaling, fundraising, or hiring.
Ready to act? I can do the fixing too - or bring in a vetted team.
AI Development Type
Knowledge Representation, Software MaintenanceWhat's included
| Service Tiers |
Starter
$400
|
Standard
$700
|
Advanced
$1,300
|
|---|---|---|---|
| Delivery Time | 3 days | 6 days | 10 days |
Number of Revisions | 0 | 1 | 2 |
AI Model Integration | - | - | - |
Detailed Code Comments | - | - | - |
Knowledge Graph | - | - | - |
Model Documentation | - | - | - |
Ontology | - | - | - |
Source Code | - | - | - |
Taxonomy | - | - | - |
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DG
Dumitru G.
Nov 2, 2020
iOS And Android Developer
SK
Sergii K.
Oct 21, 2016
Expert Ios and Android developer
Oleg did a great job in a very tight time limits and even faster than expected. I appreciate his professional approach. I would highly recommend working with him.
AS
ATIYA S.
Sep 12, 2015
Respirator Training- Chevron CB 2015
Excellent technical work. I added a task at the end of the project and he worked all weekend to help me meet my deadline. His support is greatly appreciated.
AS
ATIYA S.
Sep 8, 2015
Hazwoper Chevron CB 2015
Oleg keeps to our schedule and is very cooperative. Technical expertise I can rely on. I enjoy working with him.
AS
ATIYA S.
Jul 14, 2015
2015 Hazwoper Training
Always on time. Asks good questions. No difficulties at all. I am very happy with his work. I will definitely use Oleg again. Thanks Oleg!
About Oleg
Fractional CTO | Software Architect | AI, Mobile & Web, WebRTC
Sliven, Bulgaria - 4:41 am local time
What you get is a CTO-level engineer who still writes code every day.
WHAT I DO:
- Fractional CTO / Architecture: technology strategy, system design, tech due diligence, hiring and leading dev teams. I've architected 50+ production systems - from eCommerce platforms handling millions in GMV to real-time video conferencing used by thousands of concurrent users. And I don't just draw the architecture - I can own delivery end-to-end: team, process, deadlines.
- Hands-on development: full-stack web (PHP/Laravel, Node.js, JS/TS), native mobile (iOS/Swift, Android/Kotlin), cross platform mobile and WebRTC - real-time video, audio and data channels are a specialty of mine, and there aren't many of us around.
- AI integration: bringing LLMs, RAG pipelines and AI agents into real products - not demos. OpenAI/Anthropic APIs, vector databases, AI-powered automation that survives production traffic.
- AI-code rescue: your MVP was vibe-coded with Cursor or ChatGPT, investors liked it, and now it won't scale and nobody knows how it works? I audit, stabilize and refactor AI-generated codebases into maintainable products.
WHY IT WORKS:
I've been on both sides of the table - as the engineer shipping the code and as the executive answering for the budget. I speak both languages. You won't need to translate business goals into tech specs for me.
And if your project grows beyond what one senior pair of hands should do, I can bring in a vetted team from my own company - same standards, no recruiting lottery.
Based in Bulgaria (EU), comfortable with US and EU time zones. Let's talk.
Steps for completing your project
After purchasing the project, send requirements so Oleg can start the project.
Delivery time starts when Oleg receives requirements from you.
Oleg works on your project following the steps below.
Revisions may occur after the delivery date.
Kickoff & repo access
You share the repository (GitHub/GitLab invite) and tell me what was used to build the app (Cursor, ChatGPT, Bolt, etc.) and what worries you most.
Step 2 - Security scan
First pass: hardcoded secrets, auth gaps, data exposure, injection risks - the classic failure modes of AI-generated code.