Questions About AI Visibility Assessments?

What is an Entitylytics™ AI Visibility Assessment?

An Entitylytics™ AI Visibility Assessment evaluates how AI systems identify, understand, trust, and recommend your business.

Our methodology combines Entity Resolution Analysis™, Entity Understanding Analysis™, Trust Signal Analysis™, and Recommendation Readiness Analysis™. Those findings are then synthesized into an Executive Intelligence Report™ that identifies visibility constraints, opportunities, priorities, and a strategic roadmap.

What does Entitylytics™ evaluate?

Entitylytics™ evaluates four core dimensions of AI visibility:

• Entity Resolution™: Can AI identify your business?
• Entity Understanding™: Can AI understand your services, expertise, audience, and geography?
• Trust Signals™: Does sufficient evidence exist for AI trust?
• Recommendation Readiness™: Can AI confidently recommend your business within relevant scenarios?

What is Executive Intelligence™?

Executive Intelligence™ is the strategic layer of the Entitylytics™ framework.

Rather than simply reporting findings, Executive Intelligence identifies Visibility Constraints™, Visibility Opportunities™, Visibility Multipliers™, Strategic Priorities™, and an AI Visibility Roadmap™.

The goal is to answer: “What matters most, and what should happen next?”

What will I receive?

A Complete AI Visibility Assessment™ includes:

• Executive Intelligence Report™
• Resolution Appendix™
• Understanding Appendix™
• Trust Signal Appendix™
• Recommendation Readiness Appendix™
• Strategic Priority Matrix™
• AI Visibility Roadmap™

The appendices provide supporting evidence. The Executive Intelligence Report™ provides strategic direction.

Why not just ask ChatGPT to evaluate my business?

That's a fair question.

Entitylytics™ is not a single AI query or one-time opinion. It is a structured analytical framework designed to evaluate how AI systems identify, understand, trust, and recommend businesses.

A typical AI conversation generates a response based on a single prompt. Entitylytics™ uses multiple specialized analyses that examine different aspects of AI visibility, including entity resolution, business understanding, trust signals, and recommendation readiness.

Those findings are then synthesized through Executive Intelligence™ to identify visibility constraints, opportunities, priorities, and strategic next steps.

A prompt produces an opinion. A methodology produces intelligence.

Is this the same as a traditional SEO audit?

No. Traditional SEO audits typically focus on rankings, keywords, backlinks, metadata, and technical issues.

Entitylytics™ evaluates how AI systems interpret, trust, and recommend businesses within AI-generated answers and conversational search environments.

Does SEO still matter for AI visibility?

Absolutely. Strong AI visibility is built on many of the same foundations that have always mattered: clear content, technical accessibility, structured data, trust signals, and authority.

The difference is that AI systems may use those signals differently than traditional search engines.

Can you guarantee my business will appear in ChatGPT, Gemini, or AI-generated answers?

No. No responsible assessment can guarantee placement in any AI platform.

AI-generated answers vary based on user intent, personalization, location, timing, available data, and model behavior. Entitylytics™ identifies the factors that may influence visibility, trust, and recommendation potential.

What is a Visibility Constraint™?

A Visibility Constraint™ is a factor that limits AI visibility, trust confidence, recommendation confidence, entity understanding, or future visibility growth.

Not every weakness is a visibility constraint. Executive Intelligence™ focuses on identifying the constraints that matter most.

What is a Visibility Multiplier™?

A Visibility Multiplier™ is a single improvement capable of strengthening multiple visibility dimensions simultaneously.

For example, improving expertise validation may positively affect understanding, trust, and recommendation confidence. These high-leverage opportunities often create the greatest return.

What types of businesses benefit from Entitylytics™?

Entitylytics™ is designed for organizations that want to improve how they are identified, understood, trusted, and recommended by AI systems.

• Local Service Businesses
• Professional Services Firms
• Healthcare & Wellness Organizations
• Retail Businesses
• Ecommerce & Consumer Brands
• Hospitality & Tourism Businesses
• Multi-Location Organizations
• Manufacturing & Industrial Companies
• Technology & Software Companies
• Marketing Agencies & Consultants

How long does it take to receive my assessment?

Most assessments are delivered within 7–10 business days.

Larger websites, multi-location organizations, and custom engagements may require additional time.

Do I need to provide website access?

Usually no. Most assessments can be performed using publicly available information, website content, structured data, business listings, reviews, and other visible signals.

If additional access is required, we will discuss it before proceeding.

Do you implement the recommendations?

The standard assessment includes analysis, findings, and recommendations.

Implementation services may be available separately depending on the scope and requirements of the project.

Can Entitylytics™ help identify what should happen first?

Yes. One of the primary goals of the Executive Intelligence Report™ is prioritization.

The report identifies what is limiting visibility, what opportunities exist, which actions create the highest return, and what should happen first.

Why does AI visibility matter now?

Search behavior is evolving. More users are receiving answers directly from AI systems rather than browsing traditional search results.

Businesses that are clearly understood, trusted, and relevant may be better positioned as AI-driven discovery continues to grow.