A written diagnostic of how your team actually uses AI to write code today — what works, what breaks, what to fix first. Two formats, one report.
AI Delivery Audit
FROM VIBE-CODE TO PRODUCTION
AI gets you to 60% in a week. I help you climb the rest — from prototype to production.
Your team uses AI. Timoa brings the engineering to ship it — security, tests, CI/CD.
Start with an audit0% THE IDEA 60% WORKS IN A DEMO Production REAL IMPACT. TOGETHER.
See all services → Where are you on your journey?
AI Delivery Audit
What you get
Current state map
where AI shows up in your workflow, who uses it, and on which tasks.
Risk register
what will break in production if you leave it unaddressed. Secrets in prompts, hallucinated APIs, unverified dependencies, untested code paths.
Prioritised fixes
five to fifteen concrete changes, ordered by effort and impact. Each fix names a file, a repo, a config, or a habit.
30/60/90 plan
what to do this month, next month, and the month after.
Shipped features
one to three meaningful items from your backlog, merged to main, in production, with tests.
Faster PR cycle
usually a measurable drop in time-to-first-review and time-to-merge by the end of the sprint.
CI and security for AI output
pre-commit hooks, review templates, dependency and secret scanners wired into your existing pipelines.
Start with a short scoping call.
Book a scoping call →No newsletter. No drip campaign. Your details stay in one inbox.
AI is a tool. Engineering is the craft. The craft is the part that does not get replaced.
TimoaCase studies
Case studies
Two anonymised scenario narratives. They illustrate the shape of an engagement, not a real client story.
B2B SaaS — developer tooling
Series-A SaaS — PR cycle and CI flake cleanup
⚠️ This is an anonymised scenario narrative. It illustrates the shape of an engagement. It is not a real client story and contains no real names, metrics, or claims about a specific company.
Consumer fintech
Seed-stage product team — AI workflow coaching
⚠️ This is an anonymised scenario narrative. It illustrates the shape of a coaching engagement. It is not a real client story and contains no real names, metrics, or claims about a specific company.