Sell expert data and RL environments to AI companies: 10 buyers, what they pay, on what terms
The list holds 10 data buyers for expert data and RL environments. Two publish a rate, both hourly. Mercor pays "experts $100 to $500/hr". Mindrift pays "up to $20 per hour". Prime Intellect pays "bounties per environment" and Datacurve is "paid per bounty", with no amounts published. Surge AI, Scale AI and Handshake AI keep their prices undisclosed.
No editor's pick is set for this hub. Prime Intellect opens the list: it pays bounties per environment, sets no minimum, and reports 2,500+ community environments. Mercor buys expert work and company data, varies on exclusivity, and reports a gross run-rate above $2B (Jun 2026). Datacurve pays engineers per bounty for coding tasks on exclusive terms and raised a $15M Series A in Oct 2025. HUD buys RL environments and is reported to acquire codebases, with no published price.
Two of the 10 license non-exclusively: Troveo AI and Opendatabay. Datacurve and Mindrift are exclusive, five vary by deal, and HUD does not say. Most work here is paid per hour or per bounty, so check whether the contract assigns your output outright or licenses it. Check what happens to an environment or task the buyer rejects, and whether prior work you bring in stays yours. Read confidentiality terms before you take on work for a named lab.
Sells for: domain experts, companies.
Buyers named: labs, Fortune 500.
Listed for a published rate and reported payouts.
Sells for: gig workers.
Buyers named: labs.
Listed for a published rate and a stated payout model.
Sells for: companies, domain experts.
Buyers named: labs.
Listed for a stated payout model and a referral program.
Sells for: companies, domain experts.
Buyers named: Meta (49% owner), government.
Listed for named lab customers and a stated payout model.
Sells for: defunct startups, domain experts.
Buyers named: OpenAI, Google, Anthropic, Microsoft, Meta.
Listed for reported payouts and named lab customers.
Sells for: creators, media companies, studios, companies.
Buyers named: Google, OpenAI (reported).
Listed for a published rate and reported payouts.
Sells for: developers.
Buyers named: labs.
Listed for reported payouts and a stated payout model.
Sells for: developers, companies.
Buyers named: labs.
Listed for a stated payout model.
Sells for: companies, data vendors.
Buyers named: enterprises, labs.
Listed for non-exclusive terms and a stated payout model.
Sells for: developers.
Buyers named: labs and open source.
Listed for a stated payout model and published minimums.
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Find your buyerFAQ
How much do AI companies pay for expert data and RL environments?
Mercor pays experts $100 to $500 per hour. Mindrift pays up to $20 per hour. Prime Intellect and Datacurve pay per bounty without a published amount. Surge AI, Scale AI and Handshake AI do not publish rates.
Can I sell the same expert data and RL environments to two buyers?
Two of the 10 buyers license non-exclusively: Troveo AI and Opendatabay. Datacurve and Mindrift take exclusive rights, five buyers vary by deal, and HUD does not say.
Is there a minimum size?
Prime Intellect, Datacurve, Opendatabay and Mindrift publish no minimum. Prime Intellect pays a bounty per environment, so a single environment can earn.
Who are the labs buying expert data and RL environments?
Surge AI names OpenAI, Google, Anthropic, Microsoft and Meta. Scale AI names Meta, its 49% owner; OpenAI and Google cut ties after that deal. Troveo AI is reported to supply Google and OpenAI.