Scale vs Surf

Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.

Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.

Platform and services teams that pick the right use case, build the system and take ownership of the outcome.

Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.