Why not just use a public benchmark score?

“Because vendors optimise for public benchmarks, and a high score on questions the vendor has seen tells you little about behaviour on your documents. Build a set from filings your own team already knows the answers to. Treat any headline accuracy number as a starting question, not an answer.”