Governance readiness
Approved tools, prohibited data, and secrets handling before teams start using AI with real systems.
Before you roll out AI to legacy engineering teams
A practical readiness checklist for CIOs, IT directors, and engineering managers introducing AI into legacy software environments.
Define which tools, teams, and data boundaries are approved before AI touches engineering work.
Check repo hygiene, documentation standards, pilot selection, and secrets handling before rollout.
Give leadership a simple readiness score and a 30-day path from experimentation to repeatable workflow change.

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What it helps you check
Approved tools, prohibited data, and secrets handling before teams start using AI with real systems.
Repo hygiene, documentation standards, and pilot repo selection for legacy software environments.
Code review, human validation, adoption measurement, and leadership reporting.
Readiness score
Want help applying this with your team?
If the checklist raises real gaps around governance, repo hygiene, validation, or adoption, we can help turn it into a practical rollout plan.