Agent state
Systems where the model, tool calls, saved state, and final result do not line up in a way another operator can audit.
I audit the failing workflow, logs, state, tool contracts, retries, handoffs, and evidence trail. You get a reproducible failure analysis where possible, ranked root causes, and a prioritized repair plan.
No generic chatbot pitch. The diagnostic is about evidence: what failed, why it likely failed, what to test, and what to fix first.
The diagnostic does not ask them to believe in AI. It asks one operational question: can the team reproduce failures, understand tool state, and prevent the same bug from recurring?
Systems where the model, tool calls, saved state, and final result do not line up in a way another operator can audit.
Workflows where one tool expects a shape, token, URL, or ID that the previous step does not reliably provide.
Stripe, Meta, Retell, Vapi, GHL, n8n, calendar, and webhook paths where retries or stale data create expensive confusion.
Client-facing automations where secrets, logs, fallbacks, approval boundaries, and human handoff need to be clear before delivery.
Send the workflow, expected behavior, and observed failure. I will reply with whether the diagnostic is worth buying or whether the issue is too small.
The $99 triage reviews one offer or lead path and sends back the highest-leverage next action. Use this only if you want a lighter read before the full diagnostic.