Custom RLHF preference data, post-training datasets and expert evaluation, built to your use case.
2 listed itemsPratik Karki, Mannat Sandhu
Company size 1–10Pack, price, samples & audit · unlock after NDA
RL ENVIRONMENT SOURCING FOR AI LABS
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72 suppliers
RL environments reflecting real finance, healthcare and legal workflows.
1 listed itemChirag Modi, Armin Schöpf
Medical, finance and legal experts working with AI engineers
Company size 11–50Pack, price, samples & audit · unlock after NDA
24 enterprise RL environments listed: one available now and 23 in development, according to the vendor.
24 listed itemsVenkat Rangapuram
AI research/data/engineering org plus a domain-expert network (per company)
Company size 500+Pack, price, samples & audit · unlock after NDA
Expert-built RL environments across technical and professional work.
1 listed itemGarrett Lord, Ben Christensen, Scott Ringwelski
MIT-PhD research/engineering team joined via the Cleanlab acquisition
Company size 500+Pack, price, samples & audit · unlock after NDA
Off-the-shelf and custom coding, computer-use and enterprise workflow environments.
3 listed itemsIngmar Klein, Amit Choudhary
Company size 11–50Pack, price, samples & audit · unlock after NDA
Environments for software engineering, enterprise work, law, security and AI research.
7 listed itemsIvan Chub, Nalu Concepcion, Tony Goss
Ivan: Dark Forest·0xPARC·Facebook · Nalu: Microsoft·Poshmark·PayMongo
Company size 11–50Pack, price, samples & audit · unlock after NDA
Expert-built environments for coding, accounting, banking, law and compliance.
1 listed itemFrancis Pedraza
CEO Matt Fitzpatrick: former McKinsey Senior Partner and head of QuantumBlack Labs
Company size Not disclosedPack, price, samples & audit · unlock after NDA
Realm combines domain experts with RL environment development.
1 listed itemAli Ansari
Chief Economist Mark Esposito: policy researcher affiliated with Harvard Berkman Klein Center and Kennedy School CID; AI-venture co-founder
Company size 51–200Pack, price, samples & audit · unlock after NDA
US-expert labeled training/eval data, RLHF/preference data and custom RL environments.
1 listed itemVivian M. Chen
Company size 1–10Pack, price, samples & audit · unlock after NDA
Harbor-format coding tasks and custom RL environments for specialized enterprise workflows.
2 listed itemsAlexander Ratner, Christopher Ré, Paroma Varma, Braden Hancock +1
Stanford AI Lab · Alex Ratner: Stanford CS PhD, professor at Univ. of Washington
Company size 201–500Pack, price, samples & audit · unlock after NDA
Enterprise-work environments with tasks, state and verifiers from consented business records.
1 listed itemTeam not disclosed
Company size Not disclosedPack, price, samples & audit · unlock after NDA
Custom environments recreating finance, legal, coding and healthcare work.
1 listed itemRayan Garg, Tanmay Sharma, Gurvir Singh
DeepSilicon·MultiOn·Cornell · ML, browser agents and distributed ML
Company size 1–10Pack, price, samples & audit · unlock after NDA
Expert-designed interactive RL tasks and verifiers for complex domains.
2 listed itemsJosé André Nunes, Alexandre Bernat, Gabriel Albuquerque, Rodrigo Schmidt
Rodrigo Schmidt: 30+ years of engineering leadership, incl. 15 at Meta
Company size 1–10Pack, price, samples & audit · unlock after NDA
Suppliers that build or supply RL environments and tasks. Public benchmarks are separate from commercial offerings. Confirm scope, prices and sample access with each supplier.