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.

NarrativePrism Intelligence Brief - Product Screenshot

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.

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.

NarrativePrism pipeline: Articles decomposed into Claims, Frames, Voices, and Narratives

Why NarrativePrism exists

Traditional monitoringNarrativePrism
Article listsNarrative competition mapped across outlets
Sentiment scoresFrame analysis — what's emphasized, what's omitted
“Sources say…”Full voice attribution with publishing history
Keyword alertsNarrative shift detection over time
Blended summariesCompeting 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

“Unchecked AI development poses existential risk”14 sources
“Self-regulation has repeatedly failed”9 sources
“The EU AI Act provides a workable model”6 sources

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

“Compliance costs will drive startups overseas”11 sources
“China will gain strategic advantage”7 sources
“Existing laws already cover AI harms”5 sources

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.

Tension: 78%Escalating+4 voices in 24h18 outlets47 articles23 voicesLast 7 days

Stop reading coverage one article at a time.

NarrativePrism surveys the fragmented media ecosystem and reveals the narratives shaping the story.