RL environments and datasets for software engineering; creator of SWE-Marathon.
1 listed itemJesse Hu, Meji Abidoye, Ke Huang
Waymo·Google·Meta·AWS ML and data-operations background
Company size 1–10Pack, price, samples & audit · unlock after NDA
RL ENVIRONMENT SOURCING FOR AI LABS
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72 suppliers
Custom tool-use, desktop and browser environments with expert rubrics and verifiers.
3 listed itemsSpencer Mateega, Carlos Georgescu
Penn·UBC · internships at Meta, Google, Citadel, Silver Lake, Morgan Stanley
Company size 51–200Pack, price, samples & audit · unlock after NDA
RL simulation environments for tool-use and knowledge-work agents, with hidden-verifier scoring and Harbor-format tasks.
2 listed itemsSpandana Govindgari, Navi Singh, Girish Kumar
Co-founders with ex-Meta, Apple and MIT research backgrounds
Company size 1–10Pack, price, samples & audit · unlock after NDA
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 tasks and verifiers for software, finance, healthcare and enterprise work.
9 listed itemsJulie Vonwiller, Chris Vonwiller
CEO Ryan Kolln: telecom/data engineer, NYU MBA, BCG strategy consulting; joined Appen in 2018
Company size 500+Pack, price, samples & audit · unlock after NDA
Verifiable environments for cybersecurity, SRE, compilation and STEM reasoning.
5 listed itemsMykyta Mudryi, Markiian Chaklosh
Founder: security consulting at Leviathan Security Group
Company size 11–50Pack, price, samples & audit · unlock after NDA
Long-horizon coding, computer use, professional work and autonomous research environments.
4 listed itemsAarush Kukreja, Ayush Karupakula
Aarush Kukreja: Princeton CS · SWE-bench Verified / SWE-agent research at PLI · MIT·Caltech research (per his own bio)
Company size 1–10Pack, price, samples & audit · unlock after NDA
Company-scale simulations for training agents on enterprise work.
1 listed itemMahesh Sathiamoorthy, Alex Dimakis
Google DeepMind background · UC Berkeley faculty
Company size 11–50Pack, price, samples & audit · unlock after NDA
Savant RL Environments offers five training-objective configurations within its security environment platform. Pilot access is available by inquiry.
5 listed itemsCasey Ellis, Chris Raethke, Sergei Belokamen
Dave Gerry: WhiteHat Security CRO/COO, Veracode · David Brumley: Mayhem founder, Carnegie Mellon professor, led the DARPA CGC-winning team
Company size 201–500Pack, 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
Simulation Lab and tasks for software engineering, cybersecurity and enterprise work.
1 listed itemNazneen Rajani, Soumyadeep Bakshi
Hugging Face·Salesforce post-training research · Deloitte AI practice
Company size 11–50Pack, price, samples & audit · unlock after NDA
Computer-use environments with task and verification artifacts across desktop applications and cross-app workflows.
6 listed itemsFrancesco Bonacci, Dillon DuPont
Microsoft Windows Agent Arena research and engineering background
Company size 1–10Pack, price, samples & audit · unlock after NDA
Coding environments and long-horizon tasks, alongside the public DeepSWE benchmark.
2 listed itemsSerena Ge, Charley Lee
Waterloo CS · Cohere synthetic-data research, Google internship
Company size 11–50Pack, price, samples & audit · unlock after NDA
Privately built tasks compatible with Terminal-Bench and SWE-bench formats; independent of those benchmarks.
3 listed itemsShahzaib Awan, Shehryar Awan
Company size 51–200Pack, price, samples & audit · unlock after NDA
Custom environments for browser-based enterprise work and terminal use.
2 listed itemsGuohao Li
Guohao Li: KAUST CS PhD, Oxford postdoc · research at Intel ISL, ETH Zurich, Kumo AI
Company size Not disclosedPack, price, samples & audit · unlock after NDA
Long-horizon software development environments with running services, databases and deployment tools; samples on request.
1 listed itemJoseph Wang, Sid Patllollu
Team of researchers and engineers (individual backgrounds not disclosed)
Company size 1–10Pack, price, samples & audit · unlock after NDA
RL environments for white-collar work automation (code and computer use). No public samples; confirm scope on inquiry.
1 listed itemMaxim Enis, Andrew Megalaa
Co-founders from Williams College '24 · Maxim Enis previously at Ramp
Company size 1–10Pack, 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
Software engineering environments for feature development, deployment and debugging.
1 listed itemTamay Besiroglu, Ege Erdil, Matthew Barnett, Guive Assadi
Epoch AI research background
Company size 11–50Pack, price, samples & audit · unlock after NDA
Non-exclusive RL environment licenses for mainframe, Go, Figma, financial-document reasoning and content generation.
5 listed itemsAbhishek Chandwani, Ishan Gupta
BCG·Shell projects · Harvard Business School·IIT Kharagpur
Company size 1–10Pack, 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
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.