공급사 목록 불러오는 중… · Loading suppliers…
RL ENVIRONMENT SOURCING FOR AI LABS
Narrow by domain and environment. Compare suppliers.
Write your requirements once. Draft a request for each supplier.
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 51–200RL 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 1–10Custom RLHF preference data, post-training datasets and expert evaluation, built to your use case.
2 listed itemsPratik Karki, Mannat Sandhu
Company size 1–10RL 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+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 1–10Company-scale simulations for training agents on enterprise work.
1 listed itemMahesh Sathiamoorthy, Alex Dimakis
Google DeepMind background · UC Berkeley faculty
Company size 11–5024 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+Replicas of workplace apps with cross-app tasks and GUI/MCP interaction.
11 listed itemsNirmal Krishnan, Alexander Fung
Founders: Johns Hopkins computer science, ML and computational-genomics research
Company size 11–50Simulation 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 11–50Computer-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 1–10Custom 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 disclosedSimulated workplaces and software for training agents on real work.
1 listed itemNicolai Ouporov, Andrew Zhou
Alumni of Anthropic, xAI, Meta Superintelligence, Docker, Citadel, Jane Street (per company)
Company size 51–200RL 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 1–10Financial-services environments and simulated websites for computer-use agents.
2 listed itemsJerry Wu, Wyatt Marshall
Cornell CS · Capital One Labs product and AI research
Company size 1–10Expert-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+Off-the-shelf and custom coding, computer-use and enterprise workflow environments.
3 listed itemsIngmar Klein, Amit Choudhary
Company size 11–50Environments 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 11–50Expert-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 disclosedHorizon environments for reasoning, tool use and computer use; WorldSim models enterprise work.
1 listed itemManu Sharma, Brian Rieger, Dan Rasmuson
Founded in 2018 to fix training-data tooling problems the founders hit while building ML systems
Company size 201–500CAD task statements, recordings, input events, gold files and rubrics. Confirm delivery of runnable RL environments and verifiers.
1 listed itemDev Mandal, Harish Ashok
IIT Madras aerospace engineering·Sarvam · founded Zenith robotics
Company size 1–10Deeptune, now part of Mercor, builds enterprise software training environments with tasks and infrastructure.
1 listed itemBrendan Foody, Adarsh Hiremath, Surya Midha
Company size 201–500Non-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 1–10Realm 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 51–200Paddock provides enterprise browser environments with verifiable rewards.
1 listed itemTyler Mowll, PhD, Shamim Hasnath
Tyler Mowll, PhD: AI-automation deployment · Shamim Hasnath: scaled a prior product past 50M MAU
Company size Not disclosedSuppliers that build or supply RL environments and tasks. Public benchmarks are separate from commercial offerings. Confirm scope, prices and sample access with each supplier.