WhatAn AI tool that automatically converts scientific preprints into accessible summaries with credibility scoring, author reputation context, and peer-review status tracking.
SignalMultiple commenters struggle to evaluate preprint credibility — they want to know if authors are reputable, what 'not peer reviewed' really means, and how to interpret findings without domain expertise.
Why NowPreprints now go viral on social media and HN before peer review, LLMs are finally good enough to produce faithful scientific summaries, and public trust in science is at a critical inflection point.
MarketScience-curious professionals, journalists, and policymakers (tens of millions); Semantic Scholar and Elicit are adjacent but neither solves the credibility-translation gap for non-specialists.
MoatA continuously updated author credibility graph and citation network that improves with scale — the more papers indexed, the better the reputation signals become.
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