Vibe coding governance
You built it with AI. Now you need to know if it holds.
A structured technical assessment for products built primarily through AI prompting. We tell you what you have, what the risks are, and what to fix before the stakes get higher.
Vibe coding governance for AI-built products approaching real stakes
Vibe coding — building software primarily through AI prompting without structured engineering process — gets products to demo fast. It does not automatically produce production-ready systems. Maxiom's vibe coding governance service gives founders and product leaders an independent technical assessment before fundraise due diligence, enterprise security review, or first real users. Senior engineers evaluate whether your AI-built codebase can hold weight under load, withstand security scrutiny, stay reliable in production, and support a team that will inherit it.
- 2002
- Founded
- $100M+
- Delivered
- 98%
- Satisfaction
The problem
Working is not the same as production-ready
A codebase that passes a demo can still have no authentication model, no error handling, no validation, and security vulnerabilities findable in under an hour.
AI does not make architectural decisions
Every feature gets generated in isolation. Nobody decided how data flows, how errors propagate, or whether this scales to 10x current load.
The forcing function is coming
Fundraising due diligence. An enterprise security review. Your first real engineering hire. Someone is going to look at this code.
What we look at
Four questions a senior engineer asks when inheriting a codebase.
These are the questions that determine whether a product can carry weight in the real world. We assess each one and give you a written answer.
Can it hold weight?
Architecture and scalability: does this break at 10x current load?
Can it be trusted?
Security: are there obvious attack surfaces, exposed credentials, unvalidated inputs?
Can it stay on?
Reliability: is there error handling, logging, retry logic, or does it silently fail?
Can someone else work in it?
Maintainability: is there enough structure for an engineering team to build on this?
Is this right for you?
The founder pre-fundraise
Your Series A due diligence is 60 days away. You built the MVP with Claude and Cursor. You need to know what they will find.
The founder pre-launch
You are about to go live with a product that handles user data. You are not a developer. You need an independent set of senior eyes before real users rely on this.
The company with a new CTO
Your incoming CTO has seen the codebase for the first time and is asking questions. You need an independent assessment before that conversation gets harder.
How our vibe coding assessment works
Assessment only
You receive the written findings report and remediation roadmap. You take it from there. Best for teams with internal engineering capacity.
Assessment plus remediation
Maxiom conducts the assessment and then fixes the critical findings. Best for founders without a full-time engineering team.
- NDA signed before access
- Read-only repository only
- Senior engineers every time
- Report in 10 business days
Frequently asked questions
What is vibe coding governance?
Vibe coding governance is a structured technical assessment of products built primarily through AI prompting tools such as Cursor, Claude, and GitHub Copilot. Senior engineers evaluate architecture, security, reliability, and maintainability — not whether the demo works, but whether the codebase is production-ready.
When should I get a vibe coding assessment?
Before a Series A due diligence process, before going live with user data, before your first engineering hire reviews the codebase, or whenever an investor, customer, or incoming CTO will ask hard questions about what was built and how.
What does a vibe coding assessment deliver?
A written scorecard across four dimensions — scalability, security, reliability, and maintainability — with severity-rated findings, a prioritized remediation roadmap, and a live debrief walkthrough with a senior engineer.
Who is vibe coding governance for?
Founders and product leaders who built an MVP primarily through AI prompting, companies approaching fundraise or enterprise security review, and teams about to hand an AI-built codebase to a first engineering hire or incoming CTO.
Can Maxiom remediate findings after the assessment?
Yes. You can engage for assessment only, or assessment plus remediation where Maxiom fixes critical findings — useful when you do not yet have a full-time engineering team.
How is this different from AI code oversight?
Vibe coding governance evaluates products built primarily through AI prompting for production readiness. AI code oversight reviews AI-assisted code inside established engineering teams that already ship with Copilot, Cursor, or similar tools.
Will Maxiom process our codebase with third-party AI tools?
No. Assessment uses read-only repository access and direct senior engineer inspection. Proprietary source is not run through third-party AI tools.
What happens after the findings report?
You receive a live debrief, a prioritized remediation roadmap, and clear options: remediate internally, engage Maxiom for fixes, or combine remediation with ongoing oversight as the product matures.
How long does a vibe coding assessment take?
Most assessments complete within days to a few weeks after scoping and repository access, depending on codebase size, stack complexity, and whether remediation is included in the engagement.
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