Trusted inputs for BI and AI

Give analytics and AI known, validated and governed input contracts.

Promote selected source or file results into stable Dataset identity, record quality outcomes and preserve the exact version a report or registered Intelligence workflow is allowed to use.

Promote selected source or file results into stable Dataset identity, record quality outcomes and preserve the exact version a report or registered Intelligence workflow is allowed to use.
Replace undocumented extracts with explicit contracts.

DatasetVersion records SQL or table definition, columns, types, semantic metadata and lineage. It is a versioned contract, not an automatic promise that live source rows are frozen.

Keep quality evidence beside the input.

Source-oriented assertions and QualityRuns reveal whether an expected condition passed, failed or could not be evaluated. They do not automatically repair data or certify fitness for all uses.

AI inherits no extra authority.

Intelligence receives only permission-filtered context and registered tools. It cannot retrieve arbitrary documentation, scrape results or operate on a Dataset the user is not allowed to access.

Replace undocumented extracts with explicit contracts.

DatasetVersion records SQL or table definition, columns, types, semantic metadata and lineage. It is a versioned contract, not an automatic promise that live source rows are frozen.

Keep quality evidence beside the input.

Source-oriented assertions and QualityRuns reveal whether an expected condition passed, failed or could not be evaluated. They do not automatically repair data or certify fitness for all uses.

AI inherits no extra authority.

Intelligence receives only permission-filtered context and registered tools. It cannot retrieve arbitrary documentation, scrape results or operate on a Dataset the user is not allowed to access.

Next step

Start with the flow that cannot afford ambiguity.

Bring the systems, owners, rules, delivery obligations and evidence requirements that matter.

Discuss a critical flow