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RL environments and benchmarks for finance

Financial analysis and operations, such as building models, reading filings and working with market and accounting data.

RL environments
8
AI benchmarks
61
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16 categories

Snapshot 2026-11-05. How categories are built · Where the data comes from

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In short

What are RL environments for finance?
A simulated workplace where an AI agent practises a task (a code repository, a browser, business software) and an automatic grader scores each attempt. Labs train on thousands of these attempts. Bought to improve models. For finance, that means financial analysis and operations, such as building models, reading filings and working with market and accounting data.
Who builds RL environments for finance?
Surge AI, Halluminate, General Reasoning, Aptura, Third Moment and Rise Data Labs, among 7 confirmed below.
What are the main finance benchmarks for LLMs?
Hy-FinmodelBench v2, Real-World Finance v2, WebBench, BacktestBench, BizFinBench and CFLUE, among 57 confirmed below.

RL environments 8

  1. Surge AI
  2. Halluminate
  3. General Reasoning
  4. Aptura
  5. Third Moment
  6. Rise Data Labs
  7. Dissei
1 not yet confirmedListed in the catalog; no line from its own site or paper confirms it yet.
  1. Ionic

AI benchmarks 61

  1. Hy-FinmodelBench v2Tencent
  2. Real-World Finance v2Anthropic
  3. WebBenchSkyvern
  4. BacktestBench
  5. BizFinBenchHiThink Research
  6. CFLUEAlibaba Cloud, Soochow University
  7. EbisuFin AI
  8. FCMBench
  9. Fin-Bias
  10. FinVerBench
  11. ForecastBench-Sim
  12. TaxBenchRivet
  13. Advancing ESG Intelligence
  14. CFMME
  15. EnterpriseArena
  16. Fin-RATE
  17. FinChain
  18. FinEval
  19. StakeBench
  20. FINESSE-Bench
  21. FrontierFinanceSamaya AI
  22. FinQA
  23. PortBenchAgenticFinLab, Hong Kong University of Science, Technology, Harbin Engineering University Yantai Research Institute
  24. AfriEconQA
  25. BlueFin: Benchmarking LLM Agents on Financial Spreadsheets
  26. CLQT
  27. FinBenFin AI
  28. Look-Ahead-BenchLAGA
  29. QFBench
  30. Rogo Big Finance Bench
  31. BizBench
  32. ConvFinQAUniversity of California, J.P. Morgan, Santa Barbara
  33. DataClawBench
  34. FinRED
  35. FinRetrieval
  36. FinSafetyBench
  37. FinSearchComp
  38. From Knowing to Doing
  39. Herculean
  40. INVESTORBENCH
  41. IPO Finance AgentMostapha Benhenda
  42. K-FinHallu
  43. MacroLens
  44. PHBench
  45. QuantEval
  46. QuantSightBenchELLIS Institute Tübingen / Max Planck Institute for Intelligent Systems / Tübingen AI Center
  47. RFC Bench
  48. SECQUE
  49. V4FinBench
  50. FLUE
  51. Open FinLLM Leaderboard
  52. FinToolBench
  53. FiQA 2018University of Passau, University of Manchester, NUI Galway, EC Joint Research Centre
  54. MortarBench
  55. SEC-QA
  56. FinBoardBench
  57. InvestPhilBench
4 not yet confirmedListed in the catalog; no line from its own site or paper confirms it yet.
  1. Hy-FinAgentBench
  2. OpenReward
  3. FinSTaR
  4. FIND

Data 20

  1. Disseibased here
  2. AfterQueryalso covers it
  3. Align AIalso covers it
  4. Anthromindalso covers it
  5. Apturaalso covers it
  6. Collinearalso covers it
  7. General Reasoningalso covers it
  8. Handshakealso covers it
  9. Huzzle Labsalso covers it
  10. Mercoralso covers it
  11. micro1also covers it
  12. Patronus AIalso covers it
  13. ReasonCorealso covers it
  14. Reveloalso covers it
  15. Snorkel AIalso covers it
  16. Surge AIalso covers it
  17. Symbalalso covers it
  18. Thetaalso covers it
  19. Turingalso covers it
  20. Vetto AIalso covers it

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