PUBLICATION CONTROL
Some agents are insiders. Most aren't.
Every dataset moves from extraction to release through review checkpoints and a governed publish step you control.
For listed and pre-IPO companies, an AI that surfaces an unreleased number isn't a convenience — it's a disclosure event. Publication control isn't optional; it's the legal boundary between governed and ungoverned AI.
Held for insiders, released to everyone on schedule
Full current data, including the held quarter.
Same released data as everyone — but the held quarter is sliced to their own domain.
The same published dataset as everyone — full company-wide history, up to the last release.
Public datasets only — the last released quarter.
{org}_publishedQ1 2026A public dataset ({org}_published) everyone reads, and an insider dataset ({org}_insider_published) that holds approved figures before their scheduled release. A mart approved during a locked period publishes to the insider dataset with a frozen release_at date.
Is there an active, not-yet-released insider publication for this mart? Is the person or agent asking cleared for insider data? Has the clock passed release_at? Only then does the figure resolve.
Any snapshot can be frozen in place or revoked with immediate effect. All active sessions lose access at the moment of revocation.