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AI Work Match

Public data

Public endpoints for the AI work tracker

These endpoints provide public tracker data, feeds, and citation material. They are intended for comparison, discovery, and confirming public information—not for scraping private application flows or bypassing provider pages.

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Browse all public endpoints
How to interpret inventory counts

These numbers are a reviewed tracker snapshot of Specialist AI Work's known inventory, not a complete real-time inventory of every role each provider may offer.

Current reviewed listings
Known listings that pass the public-renderability rules when the snapshot is generated.
Under review
Known records marked needs_review. They are not current public listings and may never become public.
Latest recorded listing activity
The newest recorded source check, listing check, referral verification, or record update—not proof of a complete provider scan.
Per-platform latest public activity
The newest recorded activity among current public listings for that platform. A missing value means no public listing supplied a date.

Data boundaries

Live data
SpecialistAIWork.com and the endpoints above remain the current source.
Versioned archive
Browse the GitHub archive
Archived research snapshot
August 22, 2026 — DOI 10.5281/zenodo.22064474. This stable Zenodo citation is a prior snapshot, not permanently current inventory. Browse the archived dataset on Hugging Face to view or download its aggregate CSV/JSON research package.

Public opportunity data excludes raw source URLs, raw referral URLs, private Turing URLs, and admin-only fields.

Listings can close or change after review. Use the current platform page before applying.

These endpoints are informational. Providers handle applications, screening, and hiring decisions.

The versioned public data archive preserves reviewed snapshots, checksums, methodology, limitations, and citation metadata.

Citing the tracker

Use the citation page for short descriptions, attribution wording, and things not to imply.

Citation guidance