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ben zig

T2 · manager / operator

Labor economist who founded Revelio Labs, a workforce data company synthesizing public-domain data (LinkedIn, job postings, layoff notices, immigration filings) to track real-time AI adoption and labor market dynamics; serves hedge funds, HR departments, and academics.

1 call·1 name·0% bull·last heard 2 months ago·TBPN
track record

no scored calls yet — needs a stated position or a categorical verdict, with a matured window vs SPY

top calls

highest conviction · one per company
1stmedium conviction
$REVELIO-LABSRevelio Labs

Ben Zig: Revelio Labs tracks AI adoption via hiring of AI integration teams, finds 9% of firms serious

Revelio Labs measures AI adoption by tracking hiring of AI integration teams (a conservative proxy), finding ~9% of firms are seriously embedding AI; adoption correlates with growth, not job losses, while freelancing and creative tasks see displacement.

TBPN2026-07episode →

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  • $REVELIO-LABS

recurring themes

  • AI Talent & Labor Market2
1 total
$REVELIO-LABS
Revelio Labs
MEDben zig·TBPN·2 months ago·Tae Kim Sounds Off 🗣️🗣️🗣️, Big Companies Are Hiring Again, HBO Goes Short Form
Ben Zig: Revelio Labs tracks AI adoption via hiring of AI integration teams, finds 9% of firms serious
Revelio Labs measures AI adoption by tracking hiring of AI integration teams (a conservative proxy), finding ~9% of firms are seriously embedding AI; adoption correlates with growth, not job losses, while freelancing and creative tasks see displacement.
"The other way to do it is through we use this measure which is used in a paper that measures adoption by like hiring AI integration teams. So the thought is that you know if someo…"
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7
AI Talent & Labor Marketmixed
Ben Zig: Only 9% of firms seriously adopting AI via integration hiring; freelancing decimated; hiring matching broken by AI slop
Revelio Labs data shows conservative 9% of firms hiring AI integration teams (serious adoption), freelancing platforms hit hard by AI task automation, and hires-to-postings ratio down 38.6% due to AI-generated application spam jamming employer filters — creating structural labor market friction.
7
AI Talent & Labor Marketmixed
AI adoption correlates with hiring growth, not job losses; freelancing and creative tasks most displaced
Revelio Labs data shows firms adopting AI (measured by AI integration team hiring) grow faster; job losses appear in task-based freelancing (Upwork, 99designs, stock photography) and creative fields (video B-roll, copywriting), while CS enrollment dropped 28% from 2022 peak — an overreaction given no mass engineering layoffs yet.