Existing Business
Pick one real workflow, test whether AI belongs in it, and define the data, review, and rollback path before more prototype time is spent.
Who It Is For
Teams with an owned workflow, available source data, and a business outcome that needs better support.
First Step
Bring the workflow, source data, and desired outcome. I will identify the smallest credible rollout path.
Start a ConversationWhere the work starts
The prototype is interesting, but nobody owns the workflow, data source, evaluation, or failure path.
The team needs to decide whether the problem needs retrieval, automation, human review, a simpler search experience, or no AI at all.
Security, latency, cost, review, and observability questions are still outside the plan.
Example engagements
Map one workflow from input to operator decision, customer impact, and system-of-record update.
Define the data boundary, retrieval path, evaluation checks, human-review step, and rollback behavior.
Review an existing prototype and turn it into a small production-readiness plan with clear stop/go criteria.
Likely deliverables
