Product — 03 · Overlap
The work being done twice.
When two teams ask AI the same questions, that’s duplicated effort nobody budgeted for. Overlap maps who works on what — and shows where the same work is running in parallel.
Illustrative — explore the real panel in the live demo.
What you see
Topics × teams, mapped
A heatmap of what every team actually works on — not what the org chart says they own. Convergence shows up as color in the wrong place.
Repeat-query detection
Normalized prompt fingerprints connect the same request across people, teams, and weeks — even when the wording drifts.
Reuse candidates
Work repeated often enough to consolidate: a shared prompt library, a playbook, or an internal tool. Ranked by how much repetition it would absorb.
Cross-matter reuse
For legal teams: research that repeats across matters and clients becomes visible from usage patterns alone — without anyone reading a word of the work itself.
Under the hood
- normalized template fingerprints across every request
- semantic topic clusters, re-fit nightly
- cross-team joins on attributed tags — no prompt reading required
Find the duplicated work in the demo organization.
See the live demo — no signupA real product on a rich synthetic organization. No signup, no call, no email gate.