AI Workflow Reliability - public-safe

AI Workflow Reliability - public-safe automation first-slice snapshot.

I build AI workflow prototypes where Claude, OpenAI, n8n, Make, and API handoffs are one part of a traceable system, not the source of truth. The first slice maps inputs, the model step, validation rules, fallback/review routing, and operator-readable handoff notes.

Useful for:

API/webhook automation with messy inputs

n8n, Make, or Zapier reliability cleanup

LLM outputs that need schema checks and audit trails

small discovery milestones before a larger build

Public-safe note: this is a portfolio snapshot of my delivery approach, not a private client screenshot.