DataWork Watch · live data · CC BY 4.0

Paid AI data-collection programs — live tracker

Which programs are open, where, and are they legit — as structured, sourced data. Every row shows when we last read the program's own page; every verdict carries cited evidence. Machine-readable at data.json · changes feed at changes.xml · open applications at open-now.

Filters: data annotation · coding & code review · expert / domain specialist · other tasks · rating & evaluation · transcription · voice & speech ·

ProgramWorkStatusLegitVerified
Alignerr Labelbox expert, annotation, coding open unreviewed
Appen Appen Limited annotation, rating, voice, transcription open unreviewed
Clickworker clickworker GmbH annotation, voice, transcription, other open unreviewed
CloudFactory CloudFactory Ltd annotation unknown unreviewed
CrowdWorks CrowdWorks Inc. (KR) annotation, rating unknown unreviewed
DataAnnotation DataAnnotation Tech annotation, coding, expert open verified
DataForce TransPerfect voice, annotation, transcription unknown unreviewed
Defined.ai (Neevo) DefinedCrowd Corp. voice, annotation, transcription open unreviewed
e2f e2f Inc. annotation, transcription, voice unknown unreviewed
Handshake AI Handshake expert open unreviewed
iMerit iMerit Technology annotation, expert unknown unreviewed
Innodata Innodata Inc. annotation, expert unknown unreviewed
Invisible Technologies Invisible Technologies Inc. expert, annotation unknown unreviewed
LXT LXT AI Inc. voice, annotation, transcription open unreviewed
Mercor Mercor Inc. expert, coding unknown unreviewed
Micro1 Micro1 Inc. expert, coding unknown unreviewed
OneForma Centific annotation, rating, voice, transcription open unreviewed
Outlier Smart Ecosystems (Scale AI) expert, coding, annotation open caution
Pareto Pareto AI expert, annotation unknown unreviewed
Premise Premise Data Corp. other, rating open unreviewed
Prolific Prolific Academic Ltd rating, other waitlist verified
Remotasks Smart Ecosystems (Scale AI) annotation, rating open unreviewed
Sama Samasource Impact Sourcing annotation open unreviewed
Scale AI contributor programs Scale AI Inc. annotation, expert unknown unreviewed
Sigma AI Sigma Technologies Global annotation, voice, transcription unknown unreviewed
Snorkel Expert Network Snorkel AI expert open unreviewed
Surge AI Surge AI Inc. annotation, expert, rating unknown unreviewed
Toloka Toloka AI BV annotation, rating open unreviewed
Turing Turing Enterprises Inc. coding, expert unknown unreviewed
Welocalize Welocalize Inc. annotation, rating, transcription unknown unreviewed

Latest changes

Alerts

Free: the weekly change digest (one email, only when something changed). Paid: instant alerts matched to your country and work types — part of the Bikoosh Watch membership.

Double opt-in; unsubscribe any time (it also deletes your profile).

Methodology

Every fact on this page is either backed by a cited source (with the date we accessed it) or explicitly marked unknown/unverified — we never fill a field we could not read. "Verified" on a row means we fetched the program's own page on the date shown and read the status there. A daily checker re-reads each program's application page (one polite request per domain per day); ambiguous changes go to a human review queue and are never auto-published. Legitimacy verdicts are manual-only and evidence-backed: verified requires positive payout or registration evidence from cited sources; caution/avoid require cited findings; everything else stays unreviewed. Corrections: operators and workers can dispute any fact via [email protected]; corrections are applied manually and logged in the program's public change history. Last crawl: .

DataWork Watch is an independent, sourced dataset — not affiliated with any listed operator. Every fact carries its source and a verified-at date; unverified fields say so. Not legal or financial advice. Dataset licensed CC BY 4.0 — cite bikoosh.com/datawork.