Research
Methodology notes and benchmark frameworks for evaluating multi-model document review — published without fabricated scores.
Last updated 2026-05-11
What you will find here
Research on DraftLens is methodology-first: how to evaluate document-review systems fairly, what raw scores hide, and what we would publish only after real runs with disclosure. There are no fabricated leaderboards here.
Topics
Research
Benchmark methodology
Tasks, rubrics, adjudication, and disclosure rules before any leaderboard is credible.
How we think about evaluating document-review systems fairly.
Benchmark framework
Scope for future comparative work—explicitly without fabricated vendor scores today.
What would be measured when real runs exist.
Operators
If you are procuring or auditing
Start with benchmark methodology, then read editorial policy for how we separate research pages from product UI claims. When you need workflow guidance while evaluation is still underway, pair with Choosing AI proofreading tools.