Phase I: Collection
Intent Saturation Analysis
We sample broad user-intent patterns across major LLMs to map the current ranking landscape around a topic or market.
AI Search Presence | Research Program
A research methodology for visibility in generative search.
This project examines how large language models synthesize brand evidence and how those mechanisms shape citation, ranking, and authority formation across generative search environments.
Phase II: Diagnostics
Knowledge-Gap Mapping
We identify the missing proof points and evidence signals that constrain how strongly an entity is retrieved, interpreted, and cited.
Phase III: Strategy
Strategic Synthesis
The resulting analysis is synthesized into a structured interpretation of content, source, and narrative conditions associated with stronger visibility.
Phase IV: Outcome
Ranking Uplift & Validation
Subsequent observations can be used to evaluate changes in ranking position, citation presence, and authority across the target topic.
Learn More
Axiom is a research initiative studying how pretraining and contextual signals shape LLM ranking, and how those rankings can be influenced in principled ways.
Visit the Axiom research overviewSubmit Research Inputs
Submit the following information to receive your report.
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The email you wish to receive the report: name@organization.com
Tell us about the brand you wish to analyze
Enter the main brand name exactly as you want it analyzed.
Enter the main website domain for the brand, without additional paths.
List any owned URLs you want included, separated by commas.
If left blank, we will use the top 3 most frequently appearing brands as competitors.
We will create the report by analyzing queries that your target customer will pose on an AI search engine. To compose these queries answer the following questions
Specify who is conducting the AI search: e.g., director of marketing
e.g., Architecture, Engineering and Construction. Leave empty for any industry.
Define what this persona is trying to accomplish in their search.
Example Goal
Find the best ai powered software for writing proposals with emphasis on technical capabilities, integrations and enterprise grade requirements
Enter the authenticated run password to start generating the report.
Review the information below, then confirm to start the analysis.
Report Email
Brand Name
Primary Domain
Owned Media Assets
Competitors
Target Customer Persona
Industry
Goal of the Search
Access Password
About Axiom Research Project
Research on how AI systems form brand visibility judgments.
Axiom Research Project is grounded in a formal research approach to understanding how AI ranking systems evaluate brands. Rather than focusing only on final mentions, it studies how model priors, retrieved evidence, and competitive context interact to determine who is surfaced, who is cited, and who is omitted.
This matters because AI discovery is not a simple mirror of traditional search rankings. Models combine learned brand familiarity with the evidence available at the time of response, so visibility can emerge from very different mechanisms. The project therefore distinguishes durable reputation effects from signals that remain sensitive to new evidence, source coverage, and narrative framing.
The same research also informs how Axiom Research Project studies competitive pressure, showing where brands truly compete in AI-generated rankings, where evidence can shift the result, and where the market appears relatively stable. The motivation is to make generative-search behavior more legible: to separate what is structurally persistent from what is empirically movable, and to provide a clearer basis for interpreting AI visibility outcomes.
Sample Reports
Our methodology provides deep-funnel analysis across both established enterprise leaders and emerging niche challengers.
- Competitive Displacement: For Frontier Communications, we conducted a comprehensive gap analysis against their primary rivals. The resulting roadmap provides high-impact, actionable maneuvers to secure category dominance and outpace competitors in organic recommendations.
- Market Entry & Visibility Expansion: For Workorb, our analysis targeted high-value topics where the brand currently lacks a digital footprint. We engineered a robust content strategy designed to pivot the brand from low visibility to a position of authority and top-tier ranking.