Narrative

Narrative integrity

How does AI describe you
when someone asks?

The same GEO discipline, applied to a different question: not whether AI recommends you, but whether it describes you accurately against your peers.

Narrative maps what ChatGPT, Claude, Gemini, Perplexity and Grok say about your positions, your record and your causes, side by side with peers and rivals, and traces exactly which sources shape every framing.

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The problem

The answer was assembled without you in the room.

Voters, donors, journalists and members ask AI first. The answer they receive is drawn from sources they have never seen and you have never audited.

What Narrative shows

A complete picture of how you are framed.

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Framing comparison against any peer or rival set, by topic and question type
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Accuracy gaps where AI's description diverges from your published record
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Source tracing per framing, down to the documents that produced it
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Emphasis and omission analysis across question types
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Constituency prompts: how the answer changes for a journalist versus a donor versus a member
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Trend tracking around events, elections and news cycles

The same six modules, a stricter disclosure regime.

Narrative runs the same detect, assess, engineer and validate cycle as commercial Cyber GEO, configured for a stricter disclosure regime: publishing structured, verifiable position content, correcting source-level inaccuracies, and closing gaps in the completeness of the public record.

We correct records with verifiable facts. We do not manufacture narratives.

Eligibility and conduct

Narrative work is gated by client eligibility.

Not every organization qualifies for Narrative. Eligibility, disclosure obligations and conduct standards are governed by a published policy, reviewed case by case.

FAQ

Common questions about Narrative.

What is narrative integrity?
Narrative integrity is the discipline of making sure AI systems describe a party, cause or institution accurately, using verifiable facts, correctly sourced, rather than leaving the record to whichever sources a model happens to find first.
Who is Narrative for?
Parties, public figures, NGOs, advocacy groups, associations and institutions whose positions, records and causes are summarized by AI before a voter, donor, journalist or member ever reaches their website.
How does it differ from media monitoring?
Media monitoring tracks what has already been published. Narrative traces what AI is actively synthesizing right now, including which sources shape a given framing, and then corrects the record where it diverges from the published facts.
What will Hordus not do?
Hordus does not manufacture narratives, fabricate facts, or run undisclosed campaigns. Every remediation is accuracy correction, published openly and traceable to a verifiable source.

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Narrative snapshot.

See how AI currently frames your organization, before you decide whether Narrative is right for you.

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