For investors & funds

Hiring is the earliest signal a company is scaling — or stalling

Before revenue moves, a company staffs up or freezes. We read that from public job postings: AI hiring velocity, the tech stack named in the JDs, and which model vendors a team is committing to. 8,815 companies in coverage, point-in-time and never restated — safe to backtest, built entirely from public sources, with no MNPI.

Start with a diligence memo →See the basis

43,675 active AI roles · 18 countries · point-in-time · no MNPI

Management tells the story; hiring tells the truth

What you're shown

A pitch that says “AI-first” with nothing to verify it against.
Headcount slides curated for the raise.
Alt-data that's priced for the largest funds — or doesn't cover AI roles.

Public AI hiring

Whether AI roles are actually open and accelerating — or quietly frozen.
The real stack, seniority and model-vendor lock-in behind the label.
A point-in-time history with no survivorship and no restatement.

Why funds use it

Test a thesis with revealed behavior — what a company hires for, not what it claims
Episodic or ongoing — a one-off memo per target, or a monthly point-in-time feed
Backtest-safe history — monthly snapshots, never restated, no survivorship bias
Compliance-clean — public sources only, no MNPI, with a documented basis

Products for funds

AI Diligence Memo

★ Available now

Is this target really scaling AI? A ~5-day read on hiring velocity, tech stack and model choice.

$5,000–10,000 / memo · episodic

View product & pricing →

AI Hiring Dataset

Early access

Monthly point-in-time snapshots of AI hiring — company velocity, model adoption, salary ranges.

$50,000–150,000/yr · early access

Request early access + methodology →

Custom Cuts

Coming soon

Bespoke aggregate extracts for analysts and funds — you describe the cut, we quote it.

$2,000–15,000 / engagement

Describe your cut →

Start with a one-off memo on a single target — no subscription. The monthly point-in-time dataset is in early access while the panel accrues.

No insider information

Built only from openly visible public postings — no logins, no private pages. The one-page How it’s built documents provenance, the point-in-time history and the no-MNPI representation your compliance team needs. Coverage spans 18 countries — the US, Canada, Australia and 15 European markets, led by the US, Germany and the UK.

Have a target in mind?

Send the company and we'll show you a sample of exactly what an AI diligence memo reveals.

Request a diligence memo →See the basis

n: 43,675
as of: 2026-06-14
version: v2026.06
geo: 18 countries