FEATURES AND BENEFITS

Domain-specific datasets

Research-grade and built by experts to hillclimb on key benchmarks.

Business, law, and finance

Rubric-aligned tasks in accounting, contract analysis, and market reasoning that evaluate judgment, planning, and correctness.

Clinical and biomedical QA

Sourced from medical literature and expert review, targeting diagnostic reasoning, treatment mapping, and biomedical understanding.

Multimodality

Visual reasoning tasks with multimodal inputs including image, video, and audio to train and evaluate models on complex enterprise workflows.

CAPABILITIES

Off-the-shelf and custom datasets

Browse our catalog for enterprise knowledge work.

Enterprise Knowledge Work

ekw-finance-agent

Agentic WorkflowsEKWGDPVal

Based on FinanceBench: an enterprise-finance agent benchmark of expert-authored, multi-step tasks over real 10-Ks, 10-Qs, spreadsheets, and deal materials, requiring long-context reasoning and sandboxed tool use.

Finance OTS Rubrics Verified

Document QAExpert AnswerFinanceRubric

Rubric-verified Finance OTS: expert-crafted set measuring LLM multi-step financial reasoning over messy real-world documents across 16+ finance domains, with answers validated against expert grading rubrics.

Finance OTS

Document QAExpert AnswerFinanceModel Evaluation

Expert-crafted evaluation and training set measuring LLM multi-step financial reasoning over messy real-world documents across 16+ domains, from investment banking to corporate finance.

Structured computer-use tasks

Desktop TasksGUIHuman DemonstrationStructured Tasks

Computer-use annotation (CUA) datapack capturing structured representations of real human computer interactions—app setup, feature navigation, end-to-end workflows—to train and evaluate computer-use agents.

RL environments

MCP, computer-use, and browser-use environments for enterprise knowledge work.

Enterprise knowledge work