Our data has grown faster than our ownership of it. Feeds run, but nobody owns whether they keep running. Most relationship records aren't classified yet, and some signals users ask for, like headcount changes, have no reliable live source. Fixing that is the job.
Who uses your work
| People in vclOS | Search, lists, projects, PoC tracking, recommendations and weekly company updates. |
| Our AI agents & search | Clear definitions, provenance, confidence and freshness, measured on our search benchmark. |
| API and MCP partners | Stable definitions and fields to build on. |
| Marketing | Directory, rankings and reports through a quarterly data release. |
When these conflict, the product wins.
