AI Visibility Disclaimer

Entitylytics™ AI Visibility Disclaimer

Effective Date: June 12, 2026

Entitylytics™ provides business intelligence and analytical assessment services designed to evaluate factors that may influence how artificial intelligence systems identify, understand, trust, and recommend businesses.

This disclaimer explains important limitations regarding AI visibility, recommendations, citations, rankings, and related outcomes.

No Guaranteed Recommendations

Entitylytics™ does not guarantee recommendation, citation, inclusion, ranking, traffic, leads, or revenue outcomes.

AI Systems Change

AI platforms, search engines, recommendation systems, retrieval systems, and model behavior may change at any time.

Analytical Guidance

Assessment findings represent informed analysis based on available evidence, not statements of absolute fact.

1. No Guarantee Of AI Recommendations

Entitylytics™ does not guarantee that any business will be:

  • Recommended by ChatGPT
  • Recommended by Google Gemini
  • Recommended by Claude
  • Recommended by Perplexity
  • Recommended by Microsoft Copilot
  • Recommended by any future AI platform

Artificial intelligence systems generate responses dynamically and may produce different results for different users, locations, prompts, devices, and situations.

No assessment can guarantee inclusion within AI-generated answers.

2. No Guarantee Of AI Citations

Entitylytics™ does not guarantee that a business will be:

  • Cited by AI systems
  • Referenced by AI systems
  • Included in AI-generated source lists
  • Included in AI-generated summaries

Citation behavior varies across platforms and may change without notice.

3. No Guarantee Of Search Rankings

Entitylytics™ does not guarantee:

  • Search engine rankings
  • Google rankings
  • Bing rankings
  • Organic traffic increases
  • Visibility improvements
  • Lead generation
  • Revenue growth

Assessment findings are informational and analytical in nature.

4. AI Systems Are Continuously Changing

Artificial intelligence systems evolve rapidly.

Factors influencing AI-generated responses may include:

  • Model updates
  • Training data updates
  • Retrieval systems
  • Search integrations
  • Platform policies
  • User behavior
  • Geographic factors
  • Personalization systems
  • Unknown variables outside public visibility

Because these systems continuously change, future outcomes cannot be predicted with certainty.

5. Entitylytics™ Does Not Control AI Platforms

Entitylytics™ is independent from all third-party AI providers.

Entitylytics™ does not control:

  • OpenAI
  • Google
  • Anthropic
  • Microsoft
  • Perplexity
  • Search engines
  • Recommendation engines
  • Future AI systems

Any references to these companies or platforms are solely for explanatory purposes.

Entitylytics™ has no authority over platform behavior, recommendations, rankings, citations, or visibility decisions.

6. Assessment Findings Are Analytical Opinions

Entitylytics™ assessments represent professional analysis based upon publicly observable information and available evidence at the time of review.

Findings may include:

  • Interpretations
  • Conclusions
  • Risk assessments
  • Visibility observations
  • Trust evaluations
  • Recommendation readiness evaluations
  • Strategic recommendations

Reasonable professionals may reach different conclusions when evaluating the same information.

Assessment findings should be viewed as informed analysis rather than statements of absolute fact.

7. Visibility Signals Are Not Guarantees

Entitylytics™ evaluates signals that may influence AI visibility.

Examples may include:

  • Entity clarity
  • Business understanding
  • Trust indicators
  • Reputation signals
  • Expertise signals
  • Recommendation pathways
  • Evidence support
  • Content quality
  • Structured information

Strong signals may improve visibility potential but do not guarantee outcomes.

Weak signals may limit visibility potential but do not guarantee negative outcomes.

8. Recommendations Are Strategic Guidance

Recommendations provided by Entitylytics™ are intended to help businesses prioritize improvements and strengthen visibility-related signals.

Recommendations should not be interpreted as:

  • Guaranteed solutions
  • Guaranteed performance improvements
  • Guaranteed ranking factors
  • Guaranteed recommendation factors

Business owners remain responsible for implementation decisions and associated outcomes.

9. Future Platform Changes

AI platforms, search engines, and recommendation systems may change at any time.

Future changes may:

  • Increase visibility
  • Decrease visibility
  • Change recommendation behavior
  • Change citation behavior
  • Alter ranking systems
  • Introduce new evaluation criteria

Entitylytics™ cannot predict or control future platform changes.

10. Limitation Of Reliance

Businesses should not rely exclusively on AI visibility assessments when making strategic, financial, legal, operational, or investment decisions.

Entitylytics™ assessments should be considered one source of information among many.

Professional legal, financial, accounting, and business advisors should be consulted when appropriate.

11. No Warranty

Entitylytics™ makes no warranties regarding:

  • AI visibility outcomes
  • Recommendation outcomes
  • Citation outcomes
  • Search performance outcomes
  • Traffic outcomes
  • Business outcomes

All assessments are provided on an informational and analytical basis.

Any disputes arising under this policy shall be governed by the dispute resolution provisions contained in the Entitylytics™ Terms of Service.

By using the Entitylytics™ website, purchasing an assessment, or reviewing assessment findings, you acknowledge and agree to this AI Visibility Disclaimer.