CamelHive
Production Architecture Firm
Production Architecture Firm
AI generates code. We enforce production standards. No exceptions.
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.
Fixed scope. Fixed price. Engineering-grade deliverable.
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
Human Governance
AI cannot enforce standards. It cannot reason about compliance, security posture, or architectural consequence. Every system that skips this step eventually breaks in production — usually at the worst possible time.
Industry-standard
Stable module boundaries, clear ownership, maintainable structure. Code a new engineer can read without a 3-hour onboarding call.
Legally compliant
Data handling, privacy, dependency licenses, platform ToS. Violations here don't send warnings — they send lawyers.
Secure by design
Input validation, secrets management, OWASP coverage, hardened auth. Security is not a feature sprint — it's a baseline.
Scalable under load
Caching, queueing, AWS autoscaling. Infrastructure that doesn't collapse the first time a real user shows up.
Reliable and resilient
Backups, rollback strategy, full observability — logs, metrics, alerts. Downtime is a design failure, not an incident.
C4 architecture documentation
Every system we govern ships with C4 Model documentation. No undocumented architecture reaches production.
Cost-efficient
AWS infrastructure sized for actual load. Over-provisioning is waste. Under-provisioning is an outage.
Governed against AI entropy
AI writes code fast. Without boundaries, it introduces chaos just as fast. Engineers own the architecture. AI executes within defined constraints.
If your system hasn't been audited, it hasn't been production-ready. It's been lucky.
Start with a Production Readiness Audit →🔐 Security Hardening
Included in every upgradeMost 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 zero OWASP coverage. 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
- ✓Protection against common OWASP risks
- ✓PII Protection & Legal Compliance (GDPR/CCPA)
Security Exposure Score
AI-generated MVPs typically score 2–4 out of 10. CamelHive Production Upgrade raises this to 8–9.
Measured. Not assumed.
Measure your production risk →Minimum Production Baseline
Accepted
- ✓Runs today without excuses
- ✓1–3 real functional flows
- ✓Real backend with data persistence
- ✓Deployable to a real environment
- ✓Database Integrity & ACID Compliance
Not accepted
- ✗Prototypes with no backend
- ✗Mockups with unrealistic scope
- ✗Full products disguised as MVPs
Engagement Fit
This is for
- ✓Founders with a live MVP
- ✓Real backend with data persistence
- ✓Production intent — not experimentation
- ✓Existing functional flows under real conditions
This is not for
- ✗Idea-stage or pre-backend projects
- ✗Mockups or no-code demos
- ✗General development work
- ✗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.
Entry Point
Start with a Production Readiness Audit.
A structured technical assessment of your current codebase. We identify real risks, architectural gaps, and deliver a concrete remediation roadmap.
Risk-free assessment: the audit fee is 100% credited toward your Production Upgrade.