AI Automation Engineer

The architect.

01 · What the role is

The mandate

Chat assistants, persona-tuned
Workflow automations, orchestrated
Agentic apps, long-tail first
HITL where judgment lives

The bar

Tool that works
Team adopts it
Provable ROI
02 · The trap
40–60%
false positives
78%
context failures
2/3
stuck in pilots
03 · The proof · CSM Health Agent
Deterministic · evidence
  • Scoring + routingrigid Python
  • Reproduciblesame input → same flag
  • Auditablepoint to the line
Probabilistic · lawyer
  • Narrates onlysummary + email
  • Never scoresnever escalates
  • Grounding + HITLhallucination can’t ship
04 · The track record
35→60%
Deal-desk deflection
Wayfinder
adopt
Literacy workshops
Maven
$175k
Pipeline + 60% resp.
Resilience
6→2mo
Time to value
SOFIA · $320k ARR
05 · The moat
Governance as a moat
The auditable system moves faster — not despite governance, because of it.
Not a coder shipping features — the single point of failure for safely scaling customer operations.