WhatA browser extension and mobile overlay that uses LLMs to flag emotionally manipulative patterns in social media content in real-time — labeling ragebait, engagement traps, and manufactured outrage before you engage.
SignalMultiple commenters articulate that modern social media functions as a coercion and manipulation engine, comparing it to cable TV but far more effective, and express a desire to either leave entirely or have tools that make the manipulation visible and resistible.
Why NowLLMs are now cheap and fast enough to classify content intent in real-time at the edge, and growing public awareness of dark patterns plus upcoming EU and US digital safety regulations create both demand and potential B2B compliance buyers.
MarketConsumer freemium ($5-10/mo for power users), enterprise/edu licensing for digital wellness programs; TAM adjacent to ad blockers (~200M users globally) and parental control software (~$3B); no strong incumbent specifically detects emotional manipulation versus just blocking ads.
MoatProprietary training data from user-flagged manipulative content creates a continuously improving detection model that competitors cannot replicate without the same feedback loop.
Anti-social: It's fads, not friends, which now dominate social media feedsView discussion ↗ · Article ↗ · 655 pts · June 8, 2026
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