Use case 9 · Chief Data Officer / Chief AI Officer
Classification set at the source should survive the pipeline. So should the authorization.
The data lake finally has an authorization model. The Chief Data Officer can breathe easy.
Who may see the data, and how sensitive it is, are both set at the source — and both are lost the moment data enters a pipeline. ConteXengine carries authorization, classification and lineage into the graph and decides per asker, per column, per chunk.
- Table, column, chunk
- Decided per asker
- Dark fails closed
Watch the walkthrough
The problem
Lost in the pipeline
By the time data reaches the lake and the index, nobody can say who may see which column.
So everyone can, or nobody can
Access is either open or locked, and both are wrong.
The regulator asks the CDO
And the answer is a reconstruction, not evidence.
How it works
Carry it into the graph
Authorization, classification and lineage attached to every table, column and chunk.
Ask
A person, an agent or a copilot asks.
Decide per asker
The verdict lands per asker: same question, three correct answers. Unmapped elements stay dark and fail closed.
Answer with evidence
Every decision is on the ledger, so the Chief Data Officer answers the regulator with evidence.
Why ConteXengine
Lineage in the verdict
Classification travels with lineage, so the label at retrieval is the label set at the source. Patent pending.
Never invented
An element no source can map stays dark. The engine never guesses an authorization.
One graph with identity
The data graph and the identity graph are the same graph; the asker's reach decides.
Common questions
Which sources does this read?
Directories and cloud IAM for identity; data platforms, pipelines and catalogues for classification and lineage. Sources that stop delivering are shown as dark.
Do we have to re-classify everything?
No. Classification set at the source is carried; where it is missing, the element stays dark and fails closed until a source delivers it.
Does this replace our data catalogue?
No. The catalogue is a source; ConteXengine turns its classification into decisions at the moment of access.
How does a copilot use it?
The copilot's retrieval is decided per chunk against the asker's label reach; withheld sources are shown and logged.
What does the CDO get?
Who may see what, decided and proven — and the evidence pack to show it.
Go deeper
Give every identity exactly the authority its risk earns. Take it back the instant that risk changes. Prove both.
Runs in your environment
Deployed inside your boundary, including isolated networks. Your data stays where it is.
No AI in the decision path
Models help us build and tune. Every live verdict is deterministic and replayable.
Built and run with you
A build partner connects your estate, then a 24×7 global command center runs it with you.
Patent pending
A new approach to runtime authorization for the agentic enterprise.