AI readiness begins before the model.

Weak ownership becomes uncertain accountability.

Inconsistent definitions become unreliable context.

Poor lineage becomes difficult-to-defend outputs.

Bad data becomes faster bad decisions.

REMAVELLE helps organisations assess the data foundation before AI scales the risk.

where AI-ready data exists

where governance gaps remain

where data quality creates risk

what controls are required

which remediation actions should come first