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CamelHive

Production Architecture Firm

Production Architecture Firm

AI generates code. We measure exactly what's covered. Not typed in by hand.

AI output is fast and fragile. Speed without structure is just technical debt with a deadline. CamelHive enforces the architecture, security, and governance that separate prototypes from production systems.

Free scan, paid plans from $20/month, or a custom quote for full sign-off.

We don't optimize for demo day. We optimize for production reality.

AI-Generated MVP

  • Fast
  • Functional
  • Fragile

Production Architecture

  • Structured
  • Governed
  • Scalable

Engineering Scope

Production Readiness Audit
Full technical diagnosis of your MVP. Real risks, technical debt, hidden costs, and a concrete remediation roadmap — delivered in 3–5 business days.

🔐 Security Hardening

Included in every upgrade

Most AI-generated MVPs ship with hidden production risks.

AI-generated MVPs ship with critical security flaws.

Most AI-generated codebases have hardcoded secrets, no rate limiting, and no security baseline at all. That's not a risk — that's a breach waiting for a date.

  • Input validation & sanitization
  • Secrets management (no hardcoded API keys)
  • Auth & session robustness
  • Role-based access control (RBAC)
  • Database permission tightening
  • API rate limiting
  • Encryption (at rest & in transit)
  • Logging for security events
  • Checks traceable to OWASP ASVS and CWE
  • PII Protection & Legal Compliance (GDPR/CCPA)

Evidence, not opinion

Every finding cites the file and line that proves it. What we cannot verify is reported as undetermined — never as a pass.

Verifiable. Not asserted.

We run this on ourselves

76.8/ 100

50/156 rules evaluated · Measured Sep 6, 2026

Measure your production risk →

Engagement Fit

This is for

  • Founders with a live MVP
  • Runs today without excuses
  • 1–3 real functional flows
  • Real backend with data persistence
  • Production intent — not experimentation

This is not for

  • Idea-stage or pre-backend projects
  • Mockups or no-code demos
  • Full products disguised as MVPs
  • Projects without production intent

Why CamelHive

We don't compete with AI. We govern it.

Human judgment

Decisions no model makes correctly on its own.

Architectural discipline

Not what's easy to generate — what's correct to build.

Regenerable codebase

Systems that evolve without being rewritten from scratch.

Entropy control

Defined boundaries on what AI-generated code can introduce into production.

Pricing

Pick how much of the audit you want automated.

Coverage below is counted live from the rule catalog, not typed in by hand — if the catalog grows, the numbers do too.

Scan

Free

Structural checks only — no model in the loop, no cost.

19 of 157 rules evaluated

Unlimited scans

Run a free scan
Most popular

Audit

$20/month

One model-driven pass, with an adversarial review before anything is accepted.

Up to 113 of 157 rules evaluated

1 agentic run/month · ~$5 target spend

Start with Audit

Audit Pro

$100/month

Same engine, more runs — track drift across a sprint, not just a single snapshot.

Up to 113 of 157 rules evaluated

4 agentic runs/month · ~$15 target spend each

Start with Audit Pro

Reviewed Attestation

Custom

An engineer resolves what no model can — judgment and runtime checks — and signs it.

Up to 157 of 157 rules evaluated

Quoted per engagement

Request a quote

"Up to" — an agentic run can abstain when there isn't enough evidence. An abstention is reported, never shown as a pass. Target spend, not a hard stop — an in-flight batch can't be interrupted mid-run, so actual spend can land a small, bounded amount over target.

"I could just ask ChatGPT."

Fair question. Here's what a chat window doesn't give you.

A versioned catalog

Rule ids that never get renumbered — a run today is comparable to one three months from now. A chat isn't reproducible even with itself.

Evidence, or it doesn't count

Every verdict cites a file and a line. No citation, no verdict — it's marked abstained instead.

An adversarial second pass

Before a finding is accepted, a second pass tries to refute it first.

Declared coverage

We say exactly how many rules were evaluated. No scanner tells you what it couldn't check.

A pinned, immutable snapshot

The report points to an exact commit SHA — re-verifiable, and diffable against your next run.

Entry Point

Not sure which plan fits? Let's talk.

Tell us about your MVP. We'll point you to the right plan — including whether a Reviewed Attestation is worth it for where you're at.

Free 15-minute scoping call.
No commitment, no card required.
We'll tell you honestly if the free Scan is enough for now.

Already know what you want? Pick a plan above — this form works for any of them.

For agencies, freelancers & no-code builders

Your client asked if it's safe. Now you can show them.

A CamelHive attestation is proof you can hand to your client — a dated, verifiable record of what the codebase actually does, not your word for it. They can check it themselves, against the same public rules anyone can read.

How CamelHive attestations work