>The Advisory
One-Time FeeKnow what's about to break before it breaks.
Your team is shipping fast with AI. But speed without judgment builds houses of cards. We audit your infrastructure, quantify the risks, and hand you a remediation roadmap with real costs — not a vague list of "technical debt."
The "Scar Tissue" Report
Not a commodity automated scan. A deep read by engineers who have scaled systems to millions of users.
Risk Summary
Exploitable security holes or data-loss scenarios
Scaling footguns and architectural mismatches
Maintainability issues and missing guardrails
Authentication middleware lacks rate limiting
The AI-generated auth layer validates JWTs but does not throttle failed attempts. Under brute-force load, the database connection pool exhausts and the entire API tier becomes unresponsive.
2 engineering weeks
Full API outage + data breach liability
14–22 engineering weeks
What you get
Footgun Identification
We point out the specific security, scaling, and maintenance traps your AI tools have generated.
Remediation Costing
Every flaw quantified in engineering weeks and dollar cost. No vague 'technical debt' hand-waving.
Risk-Ranked Roadmap
A clear action plan: rewrite immediately, refactor next quarter, or monitor and wait.
Who this is for
Investors & acquirers evaluating a company for investment. You need to know what the code actually says, not what the demo shows.
Post-PMF founders scaling up. It's an insurance policy — much cheaper to find the flaw now than to experience a data breach or scaling failure later.
CTOs who inherited an AI-accelerated codebase and need an honest external assessment before committing to a rewrite-or-refactor decision.
Need to verify an architecture?
Let's schedule a working session to discuss your timeline and the scope of the audit.