All use cases

Preprints.ai

Preprints.ai runs multi-agent AI peer review against new preprints from bioRxiv and medRxiv. Eleven specialist agents review each preprint independently — four integrity agents (methodologist, statistician, ethics, validity), five domain agents, a devil’s advocate and a positive-evidence reviewer…

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Primo Research Assistant

Primo Research Assistant, from Clarivate, takes natural-language questions and answers them from the library’s own holdings: it pinpoints five articles, distils their abstracts into an overview with in-line references, and lists the sources beneath for verification and further…

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Prism

Prism is OpenAI’s free, LaTeX-native workspace for scientists, with GPT-5.2 built in to write, edit, reason about and collaborate on research papers. It works in the live document context, converts diagrams or handwritten sketches into LaTeX, and suggests…

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Prophy Referee Finder

Prophy Referee Finder matches manuscripts and grant proposals to referees using a database of over 160 million articles: scientist profiles ranked by semantic similarity to the submitted work, with conflicts of interest flagged from co-authorship and institutional affiliation.

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ProRata Ads

ProRata Ads is an ad network built on LLM agents that places ads inside AI search results and digital media. Instead of matching on keywords, it reads the whole creative brief and matches ads to the meaning of…

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ProRata.ai

ProRata.ai is an attribution platform for the generative AI era: it analyses AI outputs, identifies the original sources, and calculates proportional payment for the creators — the same company whose ad product appears under Advertising.

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Pub2Post (P2P)

Pub2Post, evaluated by USC’s Institute of Urology, generates social media posts from urology journal articles: title summary, key findings, emojis, hashtags and article links.

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Publisher Content Marketplace

Microsoft’s Publisher Content Marketplace aims to give publishers a revenue stream by providing AI systems with scaled access to premium content — big tech’s own answer to the licensing infrastructure question.Notes & quotesSee Jonathan Woahn’s Scholarly Kitchen pieces…

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