Unpredictable incidents
Timeouts, non-deterministic behavior, and overnight outages turn every release into a gamble.
AI-first startup
Your AI code aces the demo.
Will it hold your first customers?
We turn your AI prototype into production-ready software: security, stability, architecture.
Targeted audits, incremental hardening, risk prioritization, and a clear roadmap: you keep the velocity of AI tools, with infrastructure and code you can stand behind in front of your first customers.
The reality
80%of AI-generated code
stays a prototype
stays a prototype
20%make the difference between a fun project and a revenue-generating asset
Don't let a hallucination destroy your reputation.
The brutal truth: 80% of AI-generated code is a prototype. The remaining 20% is what separates a side project from a real asset.
AI writes the code. We stabilize it.
What breaks when vibe meets production
Silent security flaws
Injection flaws and weak access controls often slip through in prototype mode.
Fragile scalability
The stack survives the demo, then saturates with early customers because of hidden bottlenecks and coupling.
Invisible technical debt
Velocity drops every sprint, fixes pile up, and infrastructure becomes unstable.
AI2H is the safety net for AI-first startups.
We've industrialized the tooling to audit, consolidate, and stabilize your solutions—turning uncertainty from generated code into robust infrastructure.
From vibe to production. Without breaking everything.
Stabilization session
Show your code. Leave with a concrete plan.
Pick a slot for a focused diagnosis of your AI-generated codebase.