AI Audit & Strategy
You've already built AI into the product or the business. Maybe it works, maybe it's expensive, maybe nobody knows what it's costing you. We do a structured audit: model usage, prompt quality, evaluation, infrastructure, costs, risks, and what to do about each. The output is a written plan — not a sales pitch.
Concrete outputs — not vibes.
Inventory
Every AI workflow in your stack, what it does, how often, and on what model.
Cost analysis
$ per request, monthly burn, top spenders, opportunities for compression.
Quality assessment
Sample 200 real interactions. Score them. Find the failure modes.
Security review
Prompt injection, data leakage, jailbreak surface, PII handling.
Architecture review
Multi-model strategy, evals, observability, fallback paths.
Roadmap
Prioritized list of changes with effort, risk and expected ROI.
Five steps from brief to production.
Discovery
Read the code, read the logs, sit with the team using it.
Sample & score
Pull real traffic, build a small eval set, run scoring.
Cost dive
Per-route token math, model selection review, prompt compression options.
Risk assessment
Prompt injection, hallucination, privacy, vendor concentration.
Report & roadmap
Written report, presented live, with a ranked next-90-days list.
The tools we typically reach for.
These aren’t prescriptions — we adapt to what you already run. Worth knowing what we’re fluent in.
Questions we get about AI Audit & Strategy
No. It's a flat-fee deliverable. We tell you what's wrong. You decide who fixes it — us, you, or someone else. We've handed audits to teams who never hired us again.
Yes — we sign yours, or we use ours, before any access.
Read access to repos, logs, model provider dashboards, and 1–2h with the engineers who built the system.
Yes. Two outputs: a technical deep-dive for engineering and a 1-page exec summary.
Usually 1 week from signed scope. Audits are short, planned engagements.
AI Slop Cleanup
Cursor, Copilot, Replit-AI or Lovable shipped you something that works — barely. We make it production-safe.
AI Product Development
Transform your AI idea into a real-world platform — built to ship, scale and integrate.
Cloud Infrastructure & Deployment
Enterprise-grade cloud architecture with security, observability and cost discipline from day one.
Send a brief — we reply in 4h.