Pre-workshop discovery
Before discussing models, map repeated work, data sources, ownership, and what could go wrong if the answer is bad.
- Repeated task map
- Data source
- Owner
- Risk level
OPERCEL Documentation
AI workshop playbook for businesses
How to turn an AI workshop into use cases, small pilots, guardrails, data requirements, and measurable success criteria.
Pilot selection
A good pilot is small enough to ship quickly, real enough to measure, and safe enough for the company to test.
- Small scope
- Real data
- Guardrail
- Human review
Measurement
AI pilots should measure adoption, time-to-answer, reduced steps, and how often human review is still needed.
- Adoption
- Time saved
- Error review
- Next iteration