Marivoq · Universe mapping

Clean inputs, documented outputs.

Every selection opens with a definition somebody can disagree with. Duplicates come out before the total is reported, never after. The handover is the point at which the criteria are verified, not assumed.

Change-only refresh

On a repeat build, reporting what actually moved instead of re-delivering the whole file.

Definition work

Turning a loose brief into something precise enough to count the same way twice.

Industry mapping

Translating described activity into the classification your systems already use, including where it fits badly.

Tell us the systems it has to load into before anything is built.