AI Marketing Consensus Index / Publication standards
Terms of Use
These Terms of Use govern your access to and use of: AI Marketing Consensus Index including: AIMarketingConsensusIndex.com and any related pages, research reports, rankings, datasets, tools, newsletters, downloads, or other content made available through the website. By accessing or using AI Marketing Consensus Index, you agree to these Terms of Use. If you do not agree to these terms, do not use the website.
1. About AI Marketing Consensus Index
AI Marketing Consensus Index is a research and publishing platform focused on how leading artificial intelligence systems recommend:
- AI search and GEO agencies
- AI visibility platforms
- LLM monitoring tools
- AI search audit providers
- AI market intelligence companies
- AI citation and authority-building services
- AI SEO tools
- Content optimization platforms
- Other AI marketing companies, products, and services
Our research may compare recommendations across multiple AI platforms and measure factors such as:
- Recommendation frequency
- Recommendation coverage
- Recommendation position
- Citation visibility
- Mention visibility
- Competitive visibility
- Cross-platform consensus
- Historical changes
AI Marketing Consensus Index does not claim that AI recommendation consensus is an objective or complete measure of product quality.
2. Research and Educational Purposes Only
The website and its content are provided for:
- Research
- Information
- Education
- Comparison
- Market analysis
They are not intended as individualized professional advice. You should independently evaluate any company, agency, software platform, product, or service before making a purchasing or business decision.
3. No Guarantee of Business Results
AI Marketing Consensus Index does not guarantee that using any:
- Agency
- Platform
- Software
- Strategy
- Marketing service
- GEO service
- AEO service
- AI visibility tool
- Citation strategy
will produce any particular result. We do not guarantee:
- Increased ChatGPT visibility
- Increased Gemini visibility
- Increased Perplexity visibility
- Increased AI citations
- Increased recommendations
- Increased search traffic
- Increased leads
- Increased revenue
- Higher rankings
- Improved conversion rates
- Improved return on investment
AI systems, search engines, and marketing platforms change frequently. Results can vary substantially.
4. AI Recommendations Are Not Our Endorsements
Many of the rankings and findings published by AI Marketing Consensus Index are based on recommendations generated by third-party AI platforms. When an AI platform recommends a company, that does not necessarily mean:
- AI Marketing Consensus Index endorses the company
- Our reviewer personally recommends the company
- The company is objectively superior
- The company will be appropriate for every user
- The recommendation remains current
Our role is to measure and analyze AI recommendation behavior.
5. Consensus Is a Research Signal
A company receiving strong cross-platform recommendation consensus means that the company was recommended by multiple AI systems within the scope of the study. It does not necessarily prove:
- Better product quality
- Better customer service
- Better technology
- Better strategic execution
- Better pricing
- Better ROI
- Greater customer satisfaction
Consensus should be considered one research signal among many.
6. AI Systems Can Be Wrong
Artificial intelligence systems can produce:
- Incorrect information
- Outdated information
- Incomplete information
- Misleading statements
- Fabricated claims
- Misidentified companies
- Confused product features
We may separately verify material company information where practical. However, we cannot guarantee that every fact published on the website is complete or current at all times.
7. Research Is Time-Sensitive
AI marketing is evolving rapidly. Information may change regarding:
- AI platforms
- AI models
- Company services
- Product features
- Pricing
- Integrations
- Platform coverage
- Methodologies
- Market terminology
Each study should be interpreted according to its research date and any associated verification date.
8. Research Results May Change
A company that ranks highly in one research snapshot may rank differently in a later study. Changes may occur because of:
- AI model updates
- Search changes
- New source information
- Company positioning
- Product changes
- Competitive changes
- Prompt interpretation
- AI nondeterminism
A later ranking does not necessarily mean an earlier ranking was incorrect.
9. AI Outputs Are Probabilistic
Generative AI systems can produce different results when given the same or substantially similar prompts. Accordingly:
- Exact replication may not always be possible
- Recommendation order may change
- Companies may appear or disappear
- Citations may change
- Wording may change
Our studies represent dated research snapshots.
10. Platforms Included May Change
AI Marketing Consensus Index may analyze platforms such as:
- ChatGPT
- Gemini
- Claude
- Perplexity
- Grok
- DeepSeek
- Kimi
The exact platform set may change. Not every study is required to include the same number of platforms. Each study should be evaluated based on the platforms actually analyzed.
11. Third-Party AI Platforms Are Independent
AI Marketing Consensus Index is not:
- OpenAI
- Anthropic
- Perplexity
- xAI
- DeepSeek
- Moonshot AI
unless expressly stated otherwise. References to third-party companies, trademarks, platforms, and products are for identification, research, and comparison purposes. We are not responsible for the operation, availability, accuracy, or policies of third-party AI platforms.
12. Recommendation Coverage
Our research may calculate recommendation coverage based on the number of usable AI-platform responses. For example: 5 of 7 usable AI platforms recommended Company A. If one platform fails to generate a usable response, the denominator may reflect only usable responses.
See:
and:
for additional details.
13. Citation Data and Recommendation Data Are Different
AI Marketing Consensus Index may separately measure:
- Recommendations
- Mentions
- Citations
These are not interchangeable. A company may be cited without being recommended. A company may be recommended without being cited. A company may be mentioned without either event occurring. Readers should not interpret one metric as automatically proving another.
14. No Guarantee of Research Completeness
Our research does not necessarily identify every:
- Agency
- Platform
- Tool
- Provider
- Company
- Feature
- Pricing plan
- Competitor
in the market. A company may fail to appear because:
- AI systems did not recommend it
- It is new
- It has limited web visibility
- It serves a narrow market
- Information about it is limited
- It was outside the scope of the study
Absence from our research is not necessarily a negative evaluation.
15. Related Business Disclosure
AI Marketing Consensus Index has relationships with businesses operating in markets that may be covered by our research. These include: LLM Authority Index and: CiteWorks Studio. Mark B. Huntley, J.D., who serves as AI Search & Visibility Research Reviewer where indicated, has financial and operational interests associated with these businesses.
16. LLM Authority Index
LLM Authority Index provides AI research data and measurement infrastructure supporting AI Marketing Consensus Index. Its involvement may include:
- AI response collection
- Recommendation datasets
- Citation datasets
- Prompt-level measurement
- Historical tracking
- Competitive analysis
- Research infrastructure
LLM Authority Index may itself appear in research published by AI Marketing Consensus Index. Its involvement does not automatically increase:
- AI recommendation counts
- Ranking position
- Recommendation coverage
- Consensus Score
- Category placement
17. CiteWorks Studio
CiteWorks Studio provides AI search strategy and subject-matter support to AI Marketing Consensus Index. Its involvement may include:
- AI search strategy
- GEO/AEO terminology
- Research taxonomy
- Citation concepts
- Research-question development
- Competitive interpretation
- AI visibility strategy
CiteWorks Studio may itself appear in research published by AI Marketing Consensus Index. Its involvement does not automatically increase:
- AI recommendation counts
- Ranking position
- Recommendation coverage
- Consensus Score
- Category placement
18. Related Companies Can Rank Above or Below Competitors
Related companies may:
- Rank first
- Rank below competitors
- Receive weak consensus
- Fail to appear
- Lose recommendation share over time
- Receive critical commentary
Their commercial relationship with AI Marketing Consensus Index does not guarantee favorable placement.
19. Human Review
Certain content may display: Reviewed by Mark B. Huntley, J.D. or similar reviewer attribution. Human review may address:
- Research interpretation
- AI search terminology
- GEO/AEO concepts
- Citation methodology
- Recommendation methodology
- Competitive context
- Factual limitations
Human review does not permit a reviewer to alter underlying AI recommendation data merely because the reviewer prefers another outcome.
See:
20. Reviewer Attribution Is Not an Endorsement
A reviewer label does not mean that the reviewer:
- Personally recommends every company listed
- Has used every product
- Has hired every agency
- Has independently tested every feature
- Guarantees any outcome
Reviewer attribution describes the editorial review process.
21. No Legal Advice
Nothing on AI Marketing Consensus Index constitutes legal advice. Although Mark B. Huntley may be identified as: Mark B. Huntley, J.D. the J.D. credential does not mean that AI Marketing Consensus Index provides legal services or individualized legal advice. Do not rely on this website as a substitute for advice from a qualified attorney when legal guidance is required.
22. No Financial, Investment, or Tax Advice
Nothing on this website constitutes individualized:
- Financial advice
- Investment advice
- Tax advice
- Accounting advice
Any discussion of marketing budgets, ROI, business performance, or financial impact is informational only.
23. Affiliate and Referral Relationships
AI Marketing Consensus Index may receive compensation when users:
- Click links
- Purchase software
- Request a demo
- Sign up for a service
- Hire a provider
- Complete another qualifying action
Compensation may come through:
- Affiliate programs
- Referral programs
- Lead-generation arrangements
- Revenue-sharing agreements
- Commercial partnerships
See:
24. Affiliate Relationships Do Not Determine Rankings
Affiliate status does not automatically influence:
- Recommendation counts
- Recommendation coverage
- Recommendation position
- Consensus Scores
- Competitor inclusion
- Study rankings
A non-affiliate may rank above an affiliate. An affiliate may rank poorly or fail to appear.
25. Advertising and Sponsorship
AI Marketing Consensus Index may accept:
- Advertising
- Sponsorship
- Paid placements
- Commercial partnerships
Paid content or placements should be identified where required. Advertising does not purchase AI recommendation votes.
See:
Advertising & Sponsorship Disclosure →
26. Sponsored Research
A commercial organization may support research involving a topic relevant to its business. Where appropriate, sponsorship should be disclosed. A sponsor may not purchase:
- AI recommendation counts
- A specific Consensus Score
- A guaranteed #1 ranking
- Competitor removal
- Falsified historical results
27. Data Licensing and Commercial Research
AI Marketing Consensus Index may:
- License research
- License datasets
- Produce custom reports
- Provide benchmarking
- Provide market intelligence
- Create commercial research products
A commercial customer does not obtain the right to alter historical research merely because it purchases or licenses data.
28. Third-Party Links
The website may contain links to third-party websites. These may include links to:
- Agencies
- Software companies
- AI platforms
- Affiliate partners
- Advertisers
- Publishers
- Research sources
We do not control third-party websites.
29. We Are Not Responsible for Third-Party Websites
AI Marketing Consensus Index is not responsible for:
- Third-party content
- Privacy practices
- Security
- Pricing
- Product availability
- Statements
- Terms
- Customer service
- Business practices
Your use of a third-party website is governed by that third party's terms and policies.
30. Third-Party Pricing
Pricing published on AI Marketing Consensus Index may become outdated. Before purchasing, confirm:
- Price
- Contract term
- Usage limits
- Minimum commitments
- Setup fees
- Cancellation terms
- Trial terms
- Included features
directly with the provider.
31. No Guarantee of Third-Party Offers
We do not guarantee that:
- A promotion remains available
- A discount applies
- A trial remains active
- Pricing is identical for all users
- A referral offer will be honored
Third-party companies control their own commercial offers.
32. User Responsibility
You are responsible for evaluating whether information on AI Marketing Consensus Index is appropriate for your needs. Before making a substantial purchase or business decision, consider conducting additional research.
33. No Client Relationship
Use of the website does not create:
- An agency-client relationship
- Consulting relationship
- Fiduciary relationship
- Attorney-client relationship
- Professional-services relationship
between you and AI Marketing Consensus Index.
34. No Relationship With CiteWorks Studio Created by Site Use
Merely visiting AI Marketing Consensus Index does not make you a client of CiteWorks Studio. A separate engagement, agreement, or other affirmative action would be required to establish a commercial relationship.
35. No Relationship With LLM Authority Index Created by Site Use
Merely visiting AI Marketing Consensus Index does not make you a customer or client of LLM Authority Index. Separate terms may apply if you engage with LLM Authority Index directly.
36. Intellectual Property
Unless otherwise stated, the content on AI Marketing Consensus Index may be protected by:
- Copyright
- Trademark
- Database rights
- Contract rights
- Other intellectual property rights
Protected materials may include:
- Written content
- Research methodologies
- Tables
- Rankings
- Graphics
- Charts
- Branding
- Logos
- Page design
- Structured datasets
- Research compilations
- Original analysis
37. Permitted Personal and Internal Business Use
You may generally:
- Read the website
- Share links
- Quote limited portions with attribution
- Use publicly available findings for reasonable personal or internal business research
provided your use complies with applicable law and these Terms.
38. Attribution
When publicly referencing our original research, you should provide clear attribution to: AI Marketing Consensus Index and, where practical, link to the relevant study.
39. Limited Quotation
Reasonable quotation for:
- Commentary
- Journalism
- Research
- Academic use
- Criticism
- Discussion
may be permitted consistent with applicable law. These Terms do not restrict rights that cannot legally be restricted.
40. No Bulk Republishing
Without written permission, you may not reproduce or republish substantial portions of:
- Research datasets
- Rankings
- Study tables
- Historical datasets
- Article libraries
- Company comparison databases
- Proprietary research compilations
in a way that substitutes for AI Marketing Consensus Index.
41. No Unauthorized Commercial Dataset Extraction
Unless expressly permitted by law or written agreement, you may not extract our proprietary structured research at scale for the purpose of:
- Reselling it
- Republishing it
- Building a competing commercial database
- Creating a substantially duplicative research product
42. Automated Access
Automated tools may access the website only in compliance with:
- Applicable law
- Technical access controls
- Published machine-readable directives
- These Terms
We may restrict automated access that materially interferes with:
- Website operation
- Security
- Research integrity
- Commercial data rights
43. Search Engines and AI Systems
We may permit legitimate:
- Search-engine indexing
- AI crawler access
- Research indexing
- Citation of public pages
subject to our technical controls and applicable policies. Public discoverability does not automatically grant unrestricted rights to commercially reproduce an entire proprietary dataset.
44. Data Licensing
Organizations interested in:
- Bulk data
- Historical datasets
- Research feeds
- Benchmarking
- Commercial reuse
should contact us regarding licensing.
Data Licensing & Research Use →
45. Prohibited Conduct
You agree not to use the website to:
- Violate applicable law
- Attempt unauthorized access
- Introduce malware
- Disrupt website operation
- Circumvent access controls
- Impersonate another person
- Misrepresent affiliation with AI Marketing Consensus Index
- Falsely claim our endorsement
- Manipulate or falsify our published data
- Use our branding in a misleading way
46. No False Endorsement
You may not claim that AI Marketing Consensus Index:
- Endorses your company
- Certifies your company
- Guarantees your product
- Has partnered with your company
unless we have expressly authorized that statement.
47. Ranking References
A company may accurately reference a published result. For example: Ranked #1 in Not yet supplied, AI Marketing Consensus Index, Not yet supplied. The reference should not be altered to imply: #1 AI company in the world if the actual study was narrower.
48. Research Badges and Logos
Use of any:
- AI Marketing Consensus Index logo
- Ranking badge
- Consensus badge
- Award graphic
- Certification mark
may be subject to separate guidelines or licensing terms. Publication of a ranking does not automatically grant unrestricted trademark or logo rights.
49. No Manipulation of Context
You may not knowingly present our research in a materially misleading manner. For example, you should not:
- Remove the research date to imply a result is current
- Convert a category ranking into a universal claim
- Omit material qualifiers
- Misstate recommendation coverage
50. Corrections
We welcome credible reports of:
- Factual errors
- Data errors
- Incorrect company information
- Misclassified recommendations
- Attribution problems
Corrections are handled according to our:
Corrections & Updates Policy →
51. A Disagreement Is Not Necessarily an Error
A company may disagree with:
- Its ranking
- An AI recommendation
- A competitor's placement
- Our interpretation
Disagreement alone does not establish that the research is factually incorrect.
52. Research Complaints
Companies may contact us regarding published research. We may review:
- Raw data
- Entity normalization
- Recommendation classification
- Factual verification
- Calculation accuracy
We are not obligated to change accurate data because a company dislikes the outcome.
53. Privacy
Use of the website may involve collection of certain information. Our practices are described in:
54. Cookies and Tracking
The website may use:
- Cookies
- Analytics
- Affiliate tracking
- Functional technologies
- Advertising technologies
subject to applicable law and user choices.
See:
55. Your Privacy Choices
Where applicable, users may have rights regarding certain processing activities.
See:
Your Privacy Choices / Do Not Sell or Share →
56. Security
We take reasonable measures to operate the website securely. However, no internet service can guarantee complete security. You use the website at your own risk.
57. Website Availability
We do not guarantee uninterrupted access. The website may be unavailable because of:
- Maintenance
- Technical problems
- Hosting failures
- Security events
- Third-party services
- Circumstances beyond our control
58. Website Changes
We may:
- Add features
- Remove features
- Change categories
- Modify research methods
- Update rankings
- Archive content
- Change commercial relationships
- Redesign the website
without guaranteeing permanent availability of any particular feature.
59. Methodology Changes
Our research methodology may evolve as:
- AI technology changes
- Better measurement becomes available
- Platforms change
- Research improves
Material methodology changes should be disclosed where appropriate.
60. Historical Content
Older research may remain available for historical purposes even when newer research has been published. Historical pages should not necessarily be interpreted as current recommendations.
61. Disclaimer of Warranties
TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, AI MARKETING CONSENSUS INDEX AND ITS CONTENT ARE PROVIDED: “AS IS” AND: “AS AVAILABLE.” We make no warranties, express or implied, regarding:
- Accuracy
- Completeness
- Reliability
- Availability
- Fitness for a particular purpose
- Merchantability
- Non-infringement
- Business outcomes
except to the extent such warranties cannot legally be excluded.
62. Limitation of Liability
TO THE MAXIMUM EXTENT PERMITTED BY APPLICABLE LAW, AI MARKETING CONSENSUS INDEX, ITS OPERATORS, CONTRIBUTORS, REVIEWERS, RELATED BUSINESSES, SERVICE PROVIDERS, AND AFFILIATES WILL NOT BE LIABLE FOR INDIRECT, INCIDENTAL, SPECIAL, CONSEQUENTIAL, EXEMPLARY, OR PUNITIVE DAMAGES ARISING FROM OR RELATED TO YOUR USE OF THE WEBSITE. This includes, where legally permitted, losses involving:
- Revenue
- Profits
- Customers
- Leads
- Data
- Reputation
- Business opportunities
- Marketing spend
63. Purchasing Decisions
We are not responsible for losses resulting from your decision to:
- Hire an agency
- Buy software
- Cancel software
- Change marketing strategy
- Rely on an AI recommendation
- Rely on a ranking
Users are responsible for conducting appropriate due diligence.
64. Indemnification
To the extent permitted by applicable law, you agree to indemnify and hold harmless AI Marketing Consensus Index and its operators, affiliates, contributors, reviewers, and service providers from claims arising from your:
- Misuse of the website
- Violation of these Terms
- Violation of applicable law
- Violation of third-party rights
This provision applies only to the extent enforceable under applicable law.
65. Governing Law
These Terms will be governed by the laws of: Not yet supplied without regard to conflict-of-law principles, except where applicable law requires otherwise.
66. Venue
Any dispute arising from these Terms or use of the website will be brought in the courts located in: Not yet supplied unless applicable law requires another venue.
67. Dispute Resolution
If desired, the site operator may adopt a separate:
- Arbitration provision
- Informal dispute-resolution procedure
- Class-action waiver
Any such provision should be reviewed by qualified legal counsel before publication. Not yet supplied
68. Consumer Rights
Nothing in these Terms is intended to waive rights that cannot legally be waived under applicable:
- Consumer-protection law
- Privacy law
- Contract law
- Other mandatory law
69. International Users
AI Marketing Consensus Index may be accessible globally. We do not represent that the website or its content is appropriate for every jurisdiction. Users are responsible for complying with laws applicable to them.
70. Age Requirement
The website is intended for business and general informational audiences. You should not use the website if applicable law prohibits you from entering into these Terms.
71. Severability
If any provision of these Terms is found invalid or unenforceable, the remaining provisions will continue in effect to the maximum extent permitted by law.
72. No Waiver
Failure to enforce a provision of these Terms does not waive our right to enforce it later.
73. Assignment
The site operator may assign its rights and obligations under these Terms in connection with:
- Reorganization
- Merger
- Acquisition
- Sale
- Transfer of the website or business
subject to applicable law.
74. Entire Agreement
These Terms, together with policies incorporated by reference, constitute the agreement governing your use of AI Marketing Consensus Index. Related policies may include:
- Privacy Policy
- Cookie Policy & Preferences
- Affiliate Disclosure
- Advertising & Sponsorship Disclosure
- Research Methodology
- Editorial Standards
- Corrections & Updates
- Data Licensing & Research Use
75. Changes to These Terms
We may update these Terms from time to time. When material changes are made, we may update: Last Updated: Not yet supplied Continued use of the website after updated Terms become effective constitutes acceptance to the extent permitted by applicable law.
76. Contact
Questions about these Terms may be directed to: AI Marketing Consensus Index Email: contact@aimarketingconsensusindex.com Mailing Address:Mark B. Huntley, J.D.Not yet suppliedNot yet suppliedNot yet supplied
Related Business Transparency
AI Marketing Consensus Index has disclosed relationships with:
LLM Authority Index
AI research data and measurement infrastructure provided by LLM Authority Index.
CiteWorks Studio
AI search strategy and subject-matter support provided by CiteWorks Studio.
Mark B. Huntley, J.D.
Research reviewed by Mark B. Huntley, J.D., where indicated. Mark has financial and operational interests associated with LLM Authority Index and CiteWorks Studio. These relationships do not alter:
- Raw AI responses
- Recommendation counts
- Recommendation coverage
- Recommendation position
- Consensus Score calculations
- Competitor inclusion
- Historical research
Related Business & Conflict of Interest Disclosure →
Related Policies
Related Business & Conflict of Interest Disclosure →
Advertising & Sponsorship Disclosure →
Data Licensing & Research Use →
Related-company and commercial relationships do not influence the underlying AI recommendation data or Consensus Index ranking calculations.