Hiring Signals — Company Tech Adoption, Team Building, Geo Expansion & Leadership Hires
115,976 evidence-backed hiring signals across 6,295 companies, derived from 394,300 live ATS job postings: which companies are adopting which technologies, building AI teams, expanding into new cities or hiring first leadership roles. Every signal carries up to 5 evidence posting URLs. No job-description text included.
- Records
- 115,976 records
- Refresh
- Monthly refresh (subscription)
- Formats
- CSV + Parquet
- Coverage
- Global (US-anchored, 5 ATS platforms)
- Packages
- 8
- Total volume
- 235.8 MB
Slices from
$99
Request access / Get a sampleRequest a quote or a free sample — we reply within one business day.
What you get
- S — Companies building AI teams: firms with 3+ AI openings in 180 days or first AI leadership hires
- S — CRM/martech user lists: companies hiring for HubSpot, Salesforce, Marketo and other tools
- M — All tech-adoption signals across a 126-technology taxonomy
- L — All four signal types (tech adoption, team building, geo expansion, leadership hires) + per-company summary
- LLM context labels (in_use / adopting / nice_to_have) on 21,018 mentions, human-audited at 87.2% agreement
Download the free sample pack
Real rows with the identical schema — enter your work email and we issue a download link instantly. No credit card, no spam.
Coverage statistics
- Largest package
- 18.0 MB
Available packages
Real contents of the current builds — row counts, sizes and checksums come from the packaging manifest, not estimates.
| Slice | Scope | Rows | Size | Snapshot | Monthly |
|---|---|---|---|---|---|
| S — | Hiring Signals — S (companies building AI teams) | — | 547 KB | $99 | $49/mo |
| S — | Hiring Signals — S (CRM/martech user lists) | — | 1.0 MB | $99 | $49/mo |
| M — | Hiring Signals — M (all tech-adoption signals) | — | 9.5 MB | $299 | $129/mo |
| L — | Hiring Signals — L (all four signal types) | — | 18.0 MB | $599 | $249/mo |
Full package inventory
Every package registered in the delivery catalog for this dataset — 8 packages, 235.8 MB total , 354,223 rows. Sizes, row counts and SHA-256 checksums come straight from the packaging pipeline.
| Package | Date | Rows | Size | sha256 | Access |
|---|---|---|---|---|---|
| hiring-signals-tier1-L-2026-08-02.ziptier L | 2026-08-02 | — | 18.0 MB | Paid | |
| hiring-signals-tier1-M-2026-08-02.ziptier M | 2026-08-02 | — | 9.5 MB | Paid | |
| hiring-signals-tier1-S-crm-users-2026-08-02.ziptier S | 2026-08-02 | — | 1.0 MB | Paid | |
| hiring-signals-tier1-S-ai-teams-2026-08-02.ziptier S | 2026-08-02 | — | 547 KB | Paid | |
| signals-2026-08-01.jsonl | 2026-08-01 | 115,976 | 118.0 MB | B2B only | |
| signals-2026-08-01.csv | 2026-08-01 | 115,976 | 77.0 MB | B2B only | |
| signals.parquet | 2026-08-01 | 115,976 | 11.5 MB | B2B only | |
| companies.parquet | 2026-08-01 | 6,295 | 178 KB | B2B only |
How to get this data
All packages are hosted on the Hugging Face Hub: free/open packages live in a public dataset repo (direct downloads, no signup); paid or restricted editions are delivered from a private repo with token access after approval.
Hugging Face Hub — private repo Restricted
This dataset is delivered from a private Hugging Face repo — access is granted with a token after a short approval step.
Request access →Or get a free sample first.
# Machine-readable package index (size / sha256 / rows / channels)
curl -s https://data.zalize.com/datasets/hiring-signals-company-intelligence-dataset/packages.json | jq '.packages[0]'
# Request a free sample (signed link sent to your email)
curl -X POST https://dl.zalize.com/api/sample \
-H 'Content-Type: application/json' \
-d '{"dataset":"hiring-signals-company-intelligence-dataset","email":"you@company.com"}'Protocol access (hf://, resolve links, token auth for private repos) is documented in the developer docs →
Pricing
One-time snapshot or monthly subscription, invoiced — pick a tier and request a quote; we reply within one business day and deliver via a time-limited download link. Prices are for the Internal Analytics tier; AI-training and redistribution tiers available — see License. Tiers marked “Request access” require a short approval step before delivery.
| Tier | Scope | One-time snapshot | Subscription | Access |
|---|---|---|---|---|
| S | Hiring Signals — S (companies building AI teams) | $99 | $49/mo | Request quote |
| S POPULAR | Hiring Signals — S (CRM/martech user lists) | $99 | $49/mo | Request quote |
| M | Hiring Signals — M (all tech-adoption signals) | $299 | $129/mo | Request quote |
| L | Hiring Signals — L (all four signal types) | $599 | $249/mo | Request quote |
AI-training use requires the AI-Training tier (1.5× base); redistribution licensing is quoted individually. Annual subscriptions get 2 months free. License details →
Update frequency & delivery
- Derived from the DataForge monthly ATS jobs snapshot (Greenhouse/Lever/Ashby/Workable/SmartRecruiters).
- Signals are factual derivations with evidence URLs; mention ≠ deployment — context labels qualify each mention.
- No JD text or snippets ship in any package.
Compliance & provenance
Collected only from publicly accessible pages and endpoints — no login-required data, no CAPTCHA solving, no forged authentication. Collection is rate-limited with an identified User-Agent, and collection logs are retained. PII is removed or pseudonymized. Every record carries its source URL and collection timestamp. Sold under a tiered commercial license.
FAQ
How is the data delivered?
Request a quote from the pricing table and we reply within one business day. Once your order is confirmed, packages are delivered via a time-limited download link from our delivery service (dl.zalize.com). Gated and B2B editions add a short approval step.
Can I use this data for AI training?
Yes — with the AI-Training license tier (1.5× the base price). See the License page for details.
What if I need a custom slice?
Custom cuts of the hiring signals data (by geography, time window or category) are available on request — contact us for a quote within one business day.
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