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Research · July 2026

Enterprise Data Index

How well do models answer questions about company data? A controlled study of frontier models on the same 50 tasks.

What we measure

Each model uses the same data, context, tools, and query settings. Answers are checked against known results. When the data cannot answer a question, we check whether the model asks for clarification or declines to guess.

The study measures verified task success, with costs and confidence intervals alongside the results.

Results under review

Model names and scores are withheld until publication. The release will include the task outcomes, model configurations, and verification evidence.

Get the study when it’s published