Research and data teams

Rerun any result on exactly the same data.

Point-in-time datasets with pinned versions, so research can be rerun, reviewed and explained.

What changes

What gets easier.

Silent restatements

Corrections become new versions, never edits

Partial extracts posing as complete

Row counts and completeness on every response

Look-ahead hiding in the data

As-of boundaries applied before rows return

Agents inventing numbers

Notebooks, APIs and agents read one governed dataset