The news is not a single narrative.
NarrativePrism analyzes coverage across thousands of sources — extracting claims, frames, and voices to reveal how competing narratives form, spread, and evolve.
Narrative intelligence infrastructure for media professionals.

Product Screenshot: Intelligence Brief
The media landscape is too large to read.
Thousands of outlets publish across newsrooms, blogs, newsletters, podcasts, and social platforms every day. Even specialists can only follow a small slice of the conversation.
Important narratives often emerge outside the handful of sources most professionals read — in niche publications, domain-specific outlets, or amplification chains across the ecosystem.
Diagram: Narrative propagation across the fragmented media ecosystem
NarrativePrism continuously surveys this fragmented landscape, identifying the claims, frames, and voices shaping the story.
From articles to narrative intelligence
Each article is decomposed into structural components — transforming fragmented reporting into structured intelligence.
Diagram: Articles → Claims → Frames → Voices → Narratives
Why NarrativePrism exists
| Traditional monitoring | NarrativePrism |
|---|---|
| Article lists | Narrative competition mapped across outlets |
| Sentiment scores | Frame analysis — what's emphasized, what's omitted |
| “Sources say…” | Full voice attribution with publishing history |
| Keyword alerts | Narrative shift detection over time |
| Blended summaries | Competing narratives, separated — with claims and evidence |
Stories become debates.
The same event rarely produces one narrative. NarrativePrism shows them separately.
Narrative A
“Regulation is necessary to prevent AI harms”
Claims
Key voices
Sen. Blumenthal (D-CT) · 12 articles
Timnit Gebru · 8 articles
Center for AI Safety · 6 articles
Outlets: NYT (8), WaPo (6), The Guardian (5), Wired (4)
Narrative B
“Regulation will stifle innovation”
Claims
Key voices
a16z (Marc Andreessen) · 10 articles
Rep. Obernolte (R-CA) · 6 articles
IT Industry Council · 4 articles
Outlets: WSJ (7), Fox Business (5), TechCrunch (4), Politico (3)
No blended summary. No artificial consensus. Just the structure of the debate.
Stop reading coverage one article at a time.
NarrativePrism surveys the fragmented media ecosystem and reveals the narratives shaping the story.