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Demo-To-Production Ladder
Move from idea to launch without pretending the steps are the same.
A demo can be valuable without being production-ready. The ladder helps teams understand what evidence, controls, owners, and review paths belong at each stage.
Guide section
Idea to sandbox proof
The first goal is to make the workflow visible enough to inspect without risking private systems or customer data.
- Idea and workflow scope
- Sandbox data and sample providers
- Interactive proof or walkthrough
- Known-limits record
Guide section
Sandbox to shadow mode
The next step tests integrations, review gates, source quality, and operational fit without letting AI take uncontrolled action.
- Sandbox data handling
- Provider and integration test
- Shadow-mode comparison
- Human review and exception queue
Guide section
Pilot to controlled launch
A controlled launch needs owners, monitoring, rollback, incident response, evidence, and staff handoff before the business depends on the workflow.
- Pilot success criteria
- Launch gates and signoff
- Rollback and incident plan
- Ongoing AI operations rhythm
Start here
Turn the guide into a first proof.
The best next step is a narrow workflow, visible evidence, and a plan your team can explain.