WhatA Slack/Teams integration that automatically flags unedited AI-generated content pasted into workplace channels and nudges senders to refine before posting.
SignalThere is widespread frustration in professional settings with colleagues dumping raw, unverified LLM output into shared channels, effectively offloading the work of reading and validating onto recipients.
Why NowChatGPT and similar tools hit mass workplace adoption in 2024-2025, making raw AI paste a daily annoyance that didn't exist two years ago — the behavior is new enough that no tooling addresses it yet.
MarketEnterprise communication teams; every company using Slack/Teams (hundreds of millions of seats). Competes loosely with Grammarly Business but no one targets AI-paste specifically. $5-10/seat/month SaaS.
MoatTraining a detection model on real workplace AI-paste patterns creates a proprietary dataset that improves with scale; deep integration into Slack/Teams workflows creates switching costs.
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