q.e.d, from QEDScience.com, is Oded Rechavi's answer to reimagining peer review with AI: an online reviewer built by scientists from AI, engineering and biology backgrounds that gives authors constructive feedback. The name is from quod erat demonstrandum — signed at the end of proofs. Though not a peer, as they admit.
Benefits & outcomes
Constructive pre-submission review from an AI reviewer built by working scientists.
Notes & quotes
Covered in Nature: "Enabling options for review: from training and transparency to author-centered AI tools" — https://www.nature.com/articles/d41586-025-03909-5
openRxiv is piloting q.e.d to generate rapid AI feedback on biomedical preprints: https://openrxiv.org/enabling-review-options/
Publisher / company: QEDScience.com
Date of mention: 08/12/2025
Source: https://www.qedscience.com/