Important documents are longer
and more complex than ever.
Policy documents, legislative bills, and corporate filings can run hundreds or thousands of pages. No human team can critically read every word.
Documents often claim to say one thing while containing internal contradictions, buried assumptions, or language designed to mislead.
Fear language, authority claims, and urgency signals are baked into important texts — but rarely quantified or challenged.
NarroVue makes the invisible structure of documents visible — and defensible.
Think of it like an X-ray
for documents.
The story a document tells — its framing, emphasis, and conclusions.
Systematically gathered, analyzed insight — not just opinions or summaries.
A rigorous, structured examination with documented methods and defensible findings.
A doctor doesn't just look at you and guess. They run tests. They use scanners. They measure things that the naked eye can't see. We do the same thing — but for documents. We run computational scans to measure the hidden structure inside any written text, then translate those findings into clear conclusions you can act on.
Five steps from your document
to your insights.
We define what to look for — power signals, urgency, ideology — tailored to your document type.
AI tools process the entire document, segment by segment, at a scale no human reader can match.
Results are cross-checked across multiple AI systems to reduce error and eliminate single-point bias.
We chart where topics shift, where contradictions occur, and where language changes intent.
You receive findings written in plain language — with supporting evidence, not just conclusions.
Plain language glossary.
You don't need to know data science. Here's what the terms mean.
Measuring whether language is positive, negative, or neutral — and by how much.
Automatically identifying names of people, places, organizations, and laws in a document.
A map showing which ideas or words appear together, revealing hidden connections.
A numeric score measuring how much urgency, threat, or authority language is present.
A detectable change in tone, framing, or emphasis partway through a document.
A place where a document contradicts itself or where competing goals collide.
Six types of insight your
document is hiding.
Statements in one section that directly conflict with statements elsewhere — often where real intent leaks out.
Conflicting worldviews living inside the same document — often unacknowledged by the authors themselves.
Measurable signals of fear, urgency, or authority language used to steer the reader's interpretation.
Places where the document's tone, focus, or intent changes — signaling transitions, compromises, or hidden agendas.
Language patterns suggesting that a document was coordinated across multiple authors or organizations.
How a document weights evidence, whose voices are centered, and whose are systematically omitted.
Sample: Rhetorical Pressure Score
Across a Policy Document.
Each bar = one section of your document. Higher scores = more persuasion pressure. We tell you where, why, and what to do about it.
If your work involves high-stakes
documents, this is for you.
Quickly understand the real intent and risk signals in contracts, regulatory filings, investor documents, and competitor disclosures.
Surface internal contradictions and ideological fault lines in legislation, regulation, and policy briefs.
Identify coordination signals, strategic framing, and hidden messaging in press releases, government documents, and advocacy materials.
Measure and map narrative strategy in political speech, campaign materials, and institutional communications.
Validate methodological rigor, detect framing bias, and compare documents across time or organizations.
Flag language inconsistencies in disclosures, detect targeting patterns, and support evidence-based risk assessments.
Clear deliverables.
No jargon. No black boxes.
- Executive Report — clear, defensible findings in plain English
- Visual Dashboards — interactive charts of key metrics
- Section-Level Analysis — where shifts and contradictions occur
- Topic & Narrative Map — a visual guide to the document's structure
- Rhetorical Scoring — power, urgency, legitimacy measured numerically
- Fault Lines Report — internal contradictions identified and explained
- Raw Data Export — CSV / Excel for your own analysis
- Co-occurrence Network Map — visual relationship diagrams
- Cross-Document Comparison — audit multiple documents side-by-side
- Ongoing Advisory — continuous monitoring for evolving documents
"Why not just use ChatGPT?"
A fair question. Here's the honest answer.
| Feature | Generic AI Chat Tool | NarroVue Audit |
|---|---|---|
| Reads full document | Often truncated or summarized | Every segment processed |
| Reproducible results | Varies each time you ask | Documented, replicable pipeline |
| Cross-validated output | Single model, single perspective | Multiple models cross-checked |
| Defensible in legal/policy | No — outputs are anecdotal | Yes — evidence-based findings |
| Human oversight | None — fully automated | Principal Investigator-led |
| Structured reporting | Conversational output only | Formal reports with citations |
Three ways to work together.
Deep analysis of one high-stakes report, policy, contract, or dataset. Full pipeline. Clear deliverables. Ideal for one-time review needs.
Side-by-side structural audit of multiple documents. Track how narratives evolve across versions, organizations, or time periods.
Continuous analysis for organizations tracking narrative risk, regulatory shifts, or evolving information environments over time.
Clarity is leverage.
Structure is truth.
In an environment flooded with generated content and unverified claims — NarroVue provides both. You are not buying AI output. You are hiring a Principal Investigator using AI as a high-resolution analytical instrument.