CollabScope

CollabScope is a web app (with a lightweight mobile companion) that helps researchers form interdisciplinary teams based on evidence, not hype. It builds a “collaboration fit” profile from a user’s publications, datasets, methods, and past coauthor networks, then matches them with complementary experts and suggests a concrete first project scope. The app focuses on execution: it generates a one-page collaboration charter (roles, milestones, authorship expectations, data-sharing rules) and provides a shared workspace for early-stage alignment. It also flags common failure points—misaligned incentives, incompatible timelines, unclear ownership—before a team commits. This is an AI-assisted product, but it’s not a magic grant-writer; it’s a practical matchmaking and alignment tool designed to reduce wasted months of vague interdisciplinary meetings.