Production AI & backend audit
Find the engineering risks that can derail your next launch.
A focused seven-day review for founders and technical teams shipping AI workflows, agents, backend-heavy SaaS, or systems approaching real production load.
Engagements start at $1,500 USD. Scope and final price are agreed before work begins.
What gets reviewed
The paths where a prototype becomes an expensive production problem.
- Critical user flows, service boundaries, and failure modes
- AI agents, model/tool reliability, evaluation, cost, and handoff
- APIs, authentication, authorization, validation, and rate limits
- Data models, queues, workers, retries, idempotency, and recovery
- Deployment, observability, incident readiness, and rollback
What you receive
A decision-ready fix plan, not generic architecture advice.
- A concise architecture and risk map grounded in the system you actually run
- Prioritized findings with business impact, evidence, and implementation effort
- A 7-day and 30-day remediation plan
- A written report and walkthrough call
- An optional, separately scoped implementation sprint for the highest-leverage fix
Good fit
You have a real system, a release decision, and an engineering risk you cannot afford to guess about.
This is designed for small technical teams and founders who want an outside production-risk review before a launch, scale-up, migration, or implementation sprint—not a generic code review.
Bring a short architecture note, your product context, and the biggest risk you see today.
See if the audit fits Review the public checklist