Know your data is ready before AI depends on it.How ready is it, what is it fit for, and can you prove why?
The AI Data Readiness Engine checks each dataset against the job you want it to do, and gives it a readiness passport that shows what passed, what is waiting on a person, and why.
- Identified
- Owned
- Trusted
- Data change detectedTechnologyNew column loyalty_tier added since the last check.
- Policy change detectedProcessAI training now needs a personal-data review.
- Evidence preparedAI agentFresh profile attached and the review drafted.
- Data steward reviewPeopleWaiting for sign-off before Trusted.
Example readiness passport.
How it works
Readiness you can explain, not just a score.
The same dataset can be ready for a dashboard and not yet ready for training a model. The Engine keeps those answers separate and shows its working.
Ready for what?
Readiness depends on the job. Analytics, regulatory reporting, AI training, retrieval for AI assistants and automated decisions each get their own bar.
Readiness levels
Ordered levels you define, such as identified, owned and trusted. A dataset reaches a level only when every level below it is complete.
Controls on real evidence
Each level is a set of checks against evidence such as a data profile. Missing, stale or contradictory evidence fails instead of passing quietly.
Sign-off your way
A named person approves, or a passing result signs off automatically. Your policy decides, use by use.
One issue per problem
Every blocking finding becomes one tracked issue. If it happens again, it joins the same issue instead of creating a duplicate.
History you can replay
Every decision keeps its evidence. Later changes never rewrite what was true at the time, so you can show why a decision was made.
The readiness passport
One page that answers “can we use this?”
A plain-language status
The level a dataset has reached for each use, and what it is cleared for.
The reasons behind it
Drill down to the evidence, the owners, any restrictions, and the open issues.
AI that assists, never decides
AI can help explain and draft, with your own key. People and your rules make the decisions.
Be first to hear when it’s ready.
Join the waitlist for the AI Data Readiness Engine. We only email you about what you sign up for.