Be the answer when your
customers ask AI.
Monitor. Influence. Measure. The only fully managed GEO service that doesn’t just track your AI visibility — it actively builds it.
One team to see answer movement, trace citations, generate opportunities, create assets, and improve the pages AI models rely on.
We track who AI recommends
We analyze which sources shape the answer
We create the next content move
The shift
AI summaries are replacing the click before the click.
Discovery is moving upstream into AI interfaces. Buyers now ask ChatGPT, Gemini, Claude, Perplexity, and AI Overviews before they ever visit a site. If your brand is not surfaced, cited, or framed correctly there, the funnel shrinks before your analytics even see it.
Organic clicks under pressure
Answer engines intercept intent before users reach your site.
Citations over rankings
Citations, not just rankings, now influence whether a brand gets recommended.
Competitive framing
AI answers can shape the shortlist before a user clicks.
Platform methodology
The Hordus Cycle.
A continuous influence loop.
Hordus shows what AI says today, who is asking, and which data models trust — then ships a plan to change those answers.
Detect
Real-time trackingContinuous cross-engine tracking of what AI says about you, grounded in how real buyers converse.
Assess
Gaps & misframingsWhere you're absent, where you're misframed, which questions are competitors winning.
Engineer
Influence & executionWe create and publish the content, entities and structured data that correct the record.
Validate
Validation & iterationVerify the impact of our interventions on AI responses and client visibility to inform the next cycle.
Platform methodology
AI Answer Infrastructure
AI doesn't look you up when someone asks. It answers from what it already learned. We build the infrastructure that determines what it learned.
Most brands treat AI visibility as a monitoring problem. It is a supply problem. When someone asks an AI about your category, the model composes an answer from facts it has already absorbed — from your site, from third-party coverage, from documentation, from community discussion, from structured data it could parse. If those facts are incomplete, unstructured, or absent, the model fills the gap with whatever else it read. Usually a competitor. Hordus is a GEO/AEO company that does what monitoring platforms don't — we build the AI answer infrastructure that determines what models say about you. We call it Cyber GEO. Building AI answer infrastructure means making sure the right facts exist, in the right places, in a form models can read, corroborated by enough independent sources that the model relies on them. That is construction work. It does not happen in a dashboard.
Fact layer
Verified, structured facts — entities, schema, knowledge-graph relationships. What AI knows to be true about you.
Source Layer
The places models read — owned site, authored journals, network coverage, community. Where AI encounters those facts.
Rendering Layer
How facts are delivered so machines parse them without ambiguity.
Signal Layer
Freshness, corroboration across independent sources, citation frequency. Why AI trusts the facts enough to use them.
Platform depth
Most GEO platforms give you a dashboard. Hordus delivers results.
Hordus is a full turnkey solution. Our technology powers the work, but our team of GEO specialists and AI content editors does the heavy lifting — research, strategy, content creation, editing, and optimization. Every AI-generated asset is reviewed and refined by humans before it reaches your audience.
Real Journey Intelligence
Our team analyzes what real people actually ask, compare, and revisit across AI-driven research journeys.
Citation & Source Analysis
We identify which pages, domains, and content types models trust when forming answers — and act on it.
Human-Reviewed Content
AI content editors generate, review, and refine every asset before publishing. No unreviewed AI output reaches your audience.
Site-Level GEO Readiness
Our team audits the pages AI models rely on and delivers a prioritized remediation plan.
Platform capabilities
What the platform
actually lets you do.
Why Hordus
Built on structured methodology, delivered by a dedicated team.
Hordus combines entity intelligence, structured data logic, citation analysis, behavioral modeling, and model-respecting methods to improve how brands are understood in AI systems. The platform powers the technology — but our team of GEO specialists and AI content editors delivers the results. Every AI-generated asset is human-reviewed before publishing.
Real-user journey data
Citation and source analysis
Entity and schema thinking
Human-reviewed AI content
Dedicated AI content editors
Model-respecting methods
How we work
What makes Hordus meaningfully different
Many vendors stop at answer monitoring, prompt counting, or analytics overlays. Hordus is a full turnkey solution — our team does the work, not just the reporting.
Hordus is a full turnkey service — our team delivers results, not just dashboards.
Dedicated AI content editors create, review, and refine every piece of content.
Every AI-generated asset is human-reviewed before publishing.
We use real user journey intelligence, not just isolated prompt monitoring.
We combine visibility tracking with hands-on content creation and site optimization.
Hordus connects measurement to action in a closed loop — operated by our team.
Detection is the entry point, not the product.
Six capabilities. Most vendors have one.
Cyber Answer Intelligence.
Competitors ask AI models questions and record the answers. We watch how real buyers actually converse — every follow-up, every comparison, every moment a decision gets made. That is the difference between knowing what a model can say and knowing what your buyer actually as
GEO Readiness Audit.
We crawl the site, map every page by type, run technical diagnostics, score each page 0–100, and produce prioritized recommendations with copy-paste schema and FAQ code.
Content Engineering.
Gaps become briefs, briefs become published assets. Every one reviewed by a human editor before it reaches an audience.
Audience-Aware CMS.
One set of facts. Rendered for every reader — human or machine. AI crawlers need explicit structure and unambiguous entities. Human readers need rich, persuasive presentation. The machine-readable version of a page carries the identical claims and facts as the human version — clearer structure, explicit entities, no different content. We do not detect crawlers and serve them something else. Every rendering is publicly reachable and verifiable by anyone.
Authored Journals & Network Distribution.
Disclosed expert publications plus a five-tier distribution network, all reinforcing the same entity facts. Every campaign starts with a master seed item — a definitive piece on a topic your buyers ask AI about. From that seed we generate tailored versions engineered for each environment AI models actually ingest. One idea, propagated across owned, authored and earned surfaces, all reinforcing the same entity facts. We build and operate that conversation on our clients' behalf: long-form publications, video channels with machine-readable metadata, podcast feeds, and the social presence that carries them. Every one of these properties is disclosed advertising. It says who produced it and for whom — prominently, on the publication and on every item, in the text, in the audio, on screen, and in the structured data. We build to FTC, EU and UK disclosure standards, and to each platform's own rules where those go further. This is a deliberate choice, not a constraint we work around: disclosed authority is durable authority.
Comment Engagement Desk.
Your brand, speaking in its own name, where the conversation actually happens. It takes the messaging brief that Content Engineering maintains and applies it, under full disclosure and human approval, to the live news conversation — with every placement measured in Validate.
Two markets
Same operating model. Different compliance stack.
Cyber Answer Operations
For brands and enterprises competing to be recommended. Answer share, citations, competitive position, and the full execution layer that moves them. FAQ:
Narrative
How does AI describe you when someone asks? Narrative maps what ChatGPT, Claude, Gemini and Perplexity say about your positions, your record and your causes — side by side with peers and rivals — and traces exactly which sources shape every framing. 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 about Narrative:
Insights
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FAQ
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