Narrative Intelligence Infrastructure

The news is not a single narrative.

Clarity in a Fragmented World.

Narrative Prism 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.

The Problem

The media landscape became too large to read.

Thousands of outlets publish across newsrooms, blogs, newsletters, podcasts, and social platforms every day. Important narratives emerge in places most professionals never see: niche publications, specialist outlets, amplification chains running beneath the surface of mainstream coverage.

By the time a framing breaks through, it’s already been shaped. The professionals who need to understand it are working from incomplete pictures, drawing on whichever sources happened to cross their feed.

Narrative Prism was built to solve that problem.

10,000+
Sources Analyzed
3
Structural Components
Real-time
Continuous Updates
How It’s Different

Traditional monitoring tools count coverage. Narrative Prism reads it.

Media monitoring was built to track mentions and measure sentiment. That was the right tool for a different era. The problem now is structural: knowing not just what’s being said, but who’s saying it, how it’s being framed, and which narratives are gaining ground.

Traditional MonitoringNarrative Prism
OutputArticle listsNarrative competition mapped across coverage
AnalysisSentiment scoresFrame analysis: how a story is being told
Attribution“Sources say”Full voice attribution by outlet, journalist, and quoted figure
AlertingKeyword alertsNarrative shift detection. Alerts fire when framing changes, not when words appear
SummaryBlended summariesCompeting narratives separated and tracked independently
The Framework

Three components. Every story.

Narrative Prism decomposes every piece of coverage into its structural elements. The framework is consistent across topics, outlets, and time, which is what makes coverage comparable in the first place.

01

Claims

The factual assertions a piece of coverage rests on. Extracted, attributed, and tracked across the ecosystem so contested claims can be seen for what they are.

02

Frames

The interpretive structure. How the story is being told, which conflict is being foregrounded, which actors are cast as protagonists. Frames are where narrative power lives.

03

Voices

Who is speaking, who is being quoted, who is being amplified. Full attribution by outlet, byline, and source figure across every piece of coverage.

Not a sentiment scoreNot a clip listNot a blended summaryNot a keyword alert
Illustrative Example

What narrative competition looks like.

An illustrative example. Two competing narratives on AI regulation — source counts, key voices, and frame divergence, in one view.

AI Regulation / Narrative Competition
Illustrative
47
Articles
23
Voices
18
Outlets
+4voices / 24h
Velocity
Narrative Tension78% · Escalating
Narrative A

Regulation is necessary to prevent AI harms.

26 Articles12 Voices9 Outlets
Key Claims
  • Existing harms (bias, surveillance, displacement) are documented and ongoing
  • Self-regulation has failed at every prior technological inflection point
  • Federal frameworks lag enforcement by years; harms accrue in the gap
Key Voices
Sen. MarkeyTristan HarrisTimnit GebruEU Commission
Carried By
NYTWaPoThe AtlanticGuardian
Narrative B

Regulation will stifle innovation and cede ground to China.

21 Articles11 Voices9 Outlets
Key Claims
  • U.S. AI leadership is a strategic asset that premature rules will erode
  • Compliance burden falls hardest on startups, entrenching incumbents
  • Adversaries face no equivalent constraint and will close the capability gap
Key Voices
Marc Andreessena16zSen. CruzPalmer Luckey
Carried By
WSJFox BusinessFree PressPirate Wires
Platform

Built for professionals who need to see the whole picture.

Landscape View

See every competing narrative on a topic at once, ranked by source count, voice diversity, and momentum.

Voice Intelligence

Full attribution by outlet, byline, and quoted source. Track who’s amplifying whom across the ecosystem.

Story Connections

Watch how a framing in one outlet propagates, mutates, and gets picked up across the rest of coverage.

Source Profiles

Track an outlet’s framing tendencies, source mix, and narrative positioning over time, not just its latest piece.

Continuous AI Analysis

Every new article is decomposed and added to the picture in real time. No batch jobs, no overnight refresh.

Export & API

Pull narrative data into briefings, dashboards, or workflows. CSV, JSON, and full programmatic access.

Pricing

Pay for what you use. Or use more.

Most narrative intelligence tools price by seat. We price by usage, because that’s how the actual work goes. Heavy weeks, quiet weeks, the occasional crisis that demands everything.

Pay As You Go
$10 min
For occasional use. No commitment, no monthly fee.
  • Full narrative landscape access
  • Claims, frames, and voices extraction
  • Standard rates per query
  • Export to CSV
  • Email support
Start with $10
Enterprise
Custom
For teams, newsrooms, and organizations with structural needs.
  • Everything in Pro
  • Unlimited seats and queries
  • Full API access
  • Custom narrative tracking dashboards
  • SSO and admin controls
  • Dedicated account contact
Talk to Us
Use Cases

Where it earns its place.

Strategic Positioning

Understand the narrative environment a brand, candidate, or institution is operating inside before deciding where to plant a flag. See which frames are crowded, which are open, which are losing ground.

Launch & Announcement Design

Map the narrative terrain a launch will land in. Identify the frame most likely to carry, the voices most likely to define reception, and the counter-narratives waiting to push back.

Competitive & Regulatory Intelligence

Watch how rivals, regulators, and adjacent industries are being covered. Not as a clip list, but as a structural picture of who’s winning the framing battle and where momentum is building.

Crisis Preparation & Response

When something breaks, narrative competition starts within hours. See it forming in real time, identify which frame is consolidating, and respond to the shape of the story instead of yesterday’s version.

Who Built This

Two operators. Complementary vantage points. One platform.

Narrative Prism was founded by two people who have spent their careers watching the same problem form from different angles. One sat inside the media ecosystem. The other built the marketing and operations infrastructure underneath it.

Co-Founder

Colby Hall

Colby is the founding editor of Mediaite, which he built from a standing start into one of the most influential political media outlets in the country over fifteen years. He is a Peabody Award winner, has appeared as an on-air contributor across every major cable news network, and served three years as a named contributor at NewsNation.

He brings the media side of the problem. Watching how narratives form, which ones travel, and why most attempts to break through don’t.

Peabody AwardFounding Editor, MediaiteNewsNation ContributoriHeartMediaHBO DigitalMTV NewsVH1
Co-Founder

Rory Cumming

Rory is an operator and advisor who has spent more than two decades building, scaling, and turning around digital, subscription, and consumer businesses. He has held CEO, COO, and senior marketing leadership roles across early-stage startups, venture-backed companies, and global enterprises, with successful exits and multiple growth transformations along the way.

He brings the marketing, operations, and growth side. The infrastructure that turns analytical capability into a product professionals actually use.

CEO & COO ExperienceThe Knot WorldwideXO GroupYodleHimsEventbriteNYU Stern MBA
Get In Touch

Selective deployment. Direct conversation.

Narrative Prism is deployed via advisory engagements and enterprise licenses. If your work depends on understanding the media environment with more precision than the existing tools allow, get in touch.

colby@aught.com