Social platforms now move real money — meme stocks proved a crowd can reprice an asset overnight. But for every genuine early signal there's a wall of noise, and chasing the wrong post is how accounts get torched.
Mention spikes vs real signal
Raw mention volume is the weakest signal there is. What matters is velocity (how fast mentions are accelerating), breadth (many independent accounts vs a few loud ones), and who is posting. A spike driven by ten bots is noise; broadening organic interest is a signal.
Spotting manufactured hype
- Coordinated timing — identical phrasing appearing at once.
- Price-only talk — 'to the moon', no mention of the business.
- One influencer, many echoes — a single account everyone is repeating.
What a hype score measures
Oswol's Social Narrative Scanner rolls these into a hype-risk score and flags every ticker as noise, rumour, or confirmed — so you can see crowding building before you mistake it for conviction.