What NarrativePrism reveals
Traditional monitoring tells you what was published. We show you the structure underneath — who's driving which claims, how frames compete across outlets, and what's being left out.
Core Features

Landscape View
Landscape View
Map the full coverage topology for any topic. See how stories cluster by narrative, which outlets are publishing what, and how coverage distributes across the political spectrum — all in a single view.

Voice Intelligence
Voice Intelligence
Analytical profiles for every journalist, commentator, and analyst in the system. Topic focus, publishing cadence, editorial lean, citation patterns, and drift detection — flagging when a voice breaks from their expected position.

Source Profiles
Source Profiles
Comprehensive outlet profiles with editorial lean, topic coverage patterns, publishing frequency, and cross-citation relationships. Build curated source lists or start with our domain-specific defaults.

Story Connections
Story Connections
Trace how a story moves from origin through amplification, reframing, and response. See the “stories about stories” — coverage that covers the coverage — and understand the full propagation network.

Focused Analytical Environments
Focused Analytical Environments
Separate workspaces for Politics, Tech, Business, Sports, and more — each with curated sources, relevant voice tracking, and domain-specific context. Analysis stays focused. No cross-domain noise.

Continuous AI Analysis
Continuous AI Analysis
Claim extraction, frame detection, narrative mapping, voice attribution, coherence analysis, and omission detection — running continuously on every ingested article. Drill-down paths are pre-computed, not generated on demand.
And More
Discover & Search
Semantic search across all analyzed content. Find coverage by claim, voice, source, frame, or narrative thread.
Pins & Collections
Save and organize stories, voices, sources, and narratives into structured collections for ongoing tracking.
Voice Comparisons
Side-by-side analysis of how two voices or outlets cover the same topic. See divergences in framing, emphasis, and omission.
Real-time Ingestion
Continuous ingestion from hundreds of sources. Articles are parsed, analyzed, and available within minutes of publication.
Topic Tracking
Follow specific topics with automatic updates as new coverage emerges. Track narrative evolution over days and weeks.
Export & API
Structured data export for research workflows. REST API access for integration with your existing tools and pipelines.
How It Works
Continuous Ingestion
Hundreds of sources monitored continuously. Articles are parsed, deduplicated, and prepared for analysis within minutes of publication.
Structural Analysis
AI decomposes each article into atomic claims, identifies voices and their positions, detects framing patterns, and maps connections to existing narratives.
Navigate & Compare
Explore the landscape, drill into narratives, compare voices, track shifts over time, and export structured data for your own analysis.
How does the analysis work? Read our methodology →
Understand the structure of media coverage.
NarrativePrism gives media professionals the analytical depth that summaries and sentiment scores can't.