WhatA platform that provides fast, transparent, structured peer review for preprints — decoupling review from journal publication so papers on arXiv or similar servers can be independently validated.
SignalCommenters describe a deep tension between fields that treat arXiv as a de facto journal (skipping review entirely) and fields that still require traditional publication — both sides acknowledge the review process has value but the current journal-bundled model is too slow, expensive, and gatekept.
Why NowThe ML community's norm of citing unreviewed preprints is spreading to other fields, peer review backlogs have worsened post-COVID, and LLM tools can now assist with structured review workflows (checking references, reproducibility, statistical methods).
MarketResearchers, universities, and funding bodies; ~3M papers published annually, journal publishing market ~$20B. Competitors: OpenReview (limited to select venues), PeerJ. Gap: no standalone review service that works across all preprint servers.
MoatTwo-sided network effect: a growing pool of qualified reviewers attracts more authors seeking validation, and a growing corpus of reviewed papers attracts more reviewers wanting to build reputation.
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