Cross-surface consensus
Where AI engines, news, community and reviews agree (and where they don’t) — surfaced explicitly rather than averaged away.
For investors, recruiters and M&A teams
A defensible read on what AI engines, the public web, and proprietary surfaces are saying — with provenance and drift history attached to every signal.
Where AI engines, news, community and reviews agree (and where they don’t) — surfaced explicitly rather than averaged away.
30/60/90-day narrative drift with the source category that moved first. Catches changes before they hit your inbox.
Query the AI engines under real decision pressure and measure whether the entity survives or is displaced.
Every claim has a source, a timestamp, and a confidence band. Defensible in IC, in court, in front of LPs.