Finance

Environments that replicate the workflows of analysts, accountants, and traders: building financial models, reconciling books, parsing filings, and executing research tasks against realistic market data. Verification often comes from expert-validated golden answers, making finance one of the highest-value expert-data domains.

6 companies · 7 cataloged artifacts · as of 2026-08-16

Name	Domains	Type / catalog	Location	Team	Funding	Raising
AfterQuery Expert human data and RL environments across code, finance, and computer use	Multi-Domain, Coding, Finance	Pure-play commercial 1 artifacts	San Francisco, New York, Seattle	51-100	$30.5M total (reported)	Unknown
Dissei Finance-domain RL environments	Finance	Pure-play commercial Catalog unknown	London	1-10	-	Unknown
General Reasoning Open reasoning data and reward models from the ex-Meta AI reasoning lead	Finance, Long Horizon, Machine Learning	Pure-play commercial Catalog unknown	London, San Francisco	1-10	~$10.9M (reported)	Unknown
Halluminate Sandboxed RL environments for finance and enterprise workflows	Finance, Enterprise, Browser	Pure-play commercial Catalog unknown	San Francisco	26-50	-	Unknown
Rise Data Labs RL environments and tasks across multiple domains, supported by a large expert network	Computer Use, Coding, Finance, Cybersecurity, Legal, Data Labeling, Enterprise, Multi-Domain, RLHF, Custom Environments	Data + environments 3 artifacts	New York, United States	11-25	-	Unknown
Vals AI Independent domain-specific benchmarks for legal, finance, and tax AI	Legal, Finance, Medical	Pure-play commercial Catalog unknown	San Francisco	1-10	-	Unknown