Spot coordinated narratives before they’re a problem
Market Scholar detects orchestrated narratives and amplification across thousands of sources, continuously — distinguishing organic spread from a campaign that arrived everywhere at once.
Manipulation rarely looks like one bad actor — it looks like a story arriving from many sources at once. That pattern is invisible to keyword and sentiment tools.
What you get
Coordination detection
Cross-source timing and phrasing analysis flags likely-coordinated narratives and the themes they cluster around.
Trading-footprint read
A tape-anomaly signal, kept distinct from the narrative signal — so you see when the two diverge.
Claim integrity
Which claims survive scrutiny against the filings, and which fire filing-contradiction or omission flags.
Primary-source audit trail
Every flag anchors to the filing or article that produced it — checkable, not just trusted.