AI data demand / A VE LAB investigation
Private work.
Public signals.
AI data-buyer programmes + frontier-lab hiring, read as a map of demand.
Weekly public rollup through 3 November 2026 · week ending 6 November 2026 (America/New_York). The daily brief is on the watchlist.
The daily brief is for members. Open watchlist ↗
- Board buyers
- 44
- With a public figure
- 33
- Software / code mentions
- 12
- Board-wide ceiling
- $5M
The investigation spine
Two public streams. One demand map.
Data demand mapping
What are labs buying toward?
Private code, professional files and operating records reveal where public data stops being enough. Follow the category, the unit price and the permission required to use it. A listed ceiling is an intensity signal, not a completed deal.
See the demand mix →Lab hiring
Read the roles behind the roadmap.
Human Data, data operations and acquisition roles show where labs are building capacity. Compare titles and responsibilities with procurement demand. Total job-board counts provide context; they are not Human Data seat counts.
Read the hiring signal →Cross-signal synthesis
Where do the two streams agree?
When buyers seek a domain and labs staff the same work, there is a capability bet to investigate. When they diverge, keep the question open. These public signals do not establish a buyer–lab relationship or a release timeline.
Read the cross-signal →Sector deep dives
Follow the work behind the wall.
Professional files carry privilege. Health records require consent and de-identification. Industrial records sit inside plants and sites. Authored media and interaction traces capture work that the open web cannot reproduce. Track each domain on its own terms.
Compare the deal ranges →Practical monitoring
Keep a small, dated watch.
Members watch the buyer board, programme pages and lab postings on weekdays. The public archive is weekly — week ending Friday, America/New_York, or the last material cut of that week. Mark blocked sources and missing evidence explicitly. The next step is a focused investigation into one or two domains.
Check the coverage gaps →A short read. A working list.
Start with what moved.
The weekly brief is the public read. Members get the daily cut on the watchlist, with source cards, programme details and full answers.