How Entitylytics™ Evaluates AI Visibility
Entitylytics™ uses a structured intelligence framework to evaluate whether AI systems can identify, understand, trust, and recommend your business.
AI Visibility Is Not A Single Ranking
Traditional SEO often focuses on rankings, keywords, traffic, and technical performance. Those foundations still matter, but AI visibility depends on a broader set of questions.
Before an AI system can recommend a business, it must be able to identify the entity, understand what it does, evaluate whether enough trust evidence exists, and determine when the business should or should not be recommended.
The Four Questions Every AI System Must Answer
Entitylytics™ is built around four diagnostic questions that shape how AI systems interpret and recommend businesses.
Can AI Identify The Business?
Entity Resolution Analysis™ evaluates whether AI systems can clearly recognize, resolve, and distinguish the business from other entities.
Can AI Understand The Business?
Entity Understanding Analysis™ evaluates whether AI systems can accurately understand services, expertise, audience, geography, and relevance.
Can AI Trust The Business?
Trust Signal Analysis™ evaluates the evidence, credibility indicators, validation signals, and boundaries that influence AI trust confidence.
Should AI Recommend The Business?
Recommendation Readiness Analysis™ evaluates recommendation scenarios, triggers, opportunities, barriers, and boundaries.
Diagnostic Intelligence™
The diagnostic layer provides the evidence base. Each analyst framework evaluates a different dimension of AI visibility and produces detailed findings, scores, strengths, weaknesses, and recommendations.
Resolution Analysis™
Determines whether AI systems can identify the business clearly and distinguish it from similar or competing entities.
Understanding Analysis™
Evaluates whether AI systems understand what the business does, who it serves, where it operates, and what expertise it possesses.
Trust Signal Analysis™
Measures whether sufficient trust evidence exists to support AI confidence, credibility, and recommendation boundaries.
Recommendation Readiness Analysis™
Identifies when AI can recommend the business, which recommendation pathways exist, and where recommendation confidence weakens.
Executive Intelligence™
The executive layer does not simply summarize the diagnostics. It identifies what matters most and turns analyst findings into business direction.
- Visibility Constraints™
- Visibility Opportunities™
- Visibility Multipliers™
- Strategic Priorities™
- AI Visibility Roadmap™
- Executive Determination™
The Entitylytics™ Assessment Process
Each assessment follows a structured workflow designed to move from evidence gathering to executive-level action.
Diagnostic Analysis
We evaluate entity resolution, entity understanding, trust signals, and recommendation readiness.
Intelligence Synthesis
We synthesize the diagnostic findings to identify the patterns, constraints, and opportunities that matter most.
Strategic Prioritization
We rank the highest-impact actions and identify improvements that affect multiple visibility dimensions.
Roadmap Development
We organize recommendations into immediate wins, strategic improvements, and longer-term positioning work.
What You'll Receive
The Complete AI Visibility Assessment™ is designed to provide both executive guidance and detailed diagnostic evidence.
- Executive Intelligence Report™
- Resolution Appendix™
- Understanding Appendix™
- Trust Signal Appendix™
- Recommendation Readiness Appendix™
- Strategic Priority Matrix™
- AI Visibility Roadmap™
- Prioritized Recommendations™
What Makes This Different From A Traditional SEO Audit?
Traditional SEO audits typically focus on rankings, metadata, backlinks, technical issues, and keyword targeting. Those areas are still important, but they do not fully explain how AI systems interpret, trust, or recommend a business.
Entitylytics™ focuses on the intersection of traditional search visibility and AI-driven discovery. The goal is to determine whether your business is clear enough, credible enough, and sufficiently supported for AI systems to understand and recommend it in relevant scenarios.
What The Assessment Does Not Claim
No responsible assessment can guarantee that a specific AI platform will recommend a specific business for a specific prompt. AI-generated answers can vary by model, location, personalization, timing, user intent, and available data.
Instead, Entitylytics™ identifies the visibility signals, evidence gaps, structural weaknesses, and strategic opportunities that may affect how clearly AI systems understand, trust, and recommend your business.
Ready To Understand Your AI Visibility Position?
Start with an Entitylytics™ AI Visibility Assessment and receive executive intelligence, diagnostic evidence, and a strategic roadmap for improving visibility in the AI search era.
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