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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