For AI Labs
Financial expertise that advances AI.
Expert-designed tasks, data and evaluations grounded in the demands of professional finance.
What we deliver
Tasks grounded in real financial work.
Model completion, guidance reconciliation, valuation, research synthesis and evidence-based judgment, translated into clear tasks and inspectable outputs. Define the inputs, required fields and decision conditions before reviewing an answer.
Expert data with analytical depth.
Worked examples, reference artifacts and specialist feedback make financial reasoning explicit and useful for model development. Reconciled calculations, source-supported interpretations and labeled assumptions give reviewers more than a final answer.
Evaluations that expose meaningful failures.
Assess numerical accuracy, source use, accounting consistency and professional judgment, with findings that point to what needs to improve. Keep calculation failures, unsupported evidence and judgment disagreements distinct rather than hiding them in one score.
Our approach
From objective to delivered work.
Define the objective
Build the task and review standard
Deliver evaluated artifacts and findings