AI Marketing Consensus Index / Publication standards
Affiliate Disclosure
AI Marketing Consensus Index is a commercial research publication. We may receive compensation when readers:
- Click certain links
- Request information
- Start a free trial
- Schedule a demonstration
- Create an account
- Purchase software
- Hire an agency
- Purchase a service
- Complete another qualifying action
These relationships may include:
- Affiliate programs
- Referral agreements
- Lead-generation arrangements
- Revenue-sharing agreements
- Direct commercial partnerships
Compensation helps support the cost of:
- Multi-platform AI research
- Data collection
- Research infrastructure
- Company verification
- Editorial production
- Human review
- Historical tracking
- Website operations
Commercial relationships do not determine our underlying AI recommendation results.
Our Core Affiliate Principle
Our policy can be summarized simply: Commercial relationships may affect how AI Marketing Consensus Index earns revenue. They do not determine which companies the AI platforms recommend or how those recommendations are counted. Affiliate or referral relationships do not change:
- Raw AI responses
- Recommendation counts
- Recommendation coverage
- Recommendation position
- Consensus Scores
- Study rankings
- Category rankings
- Competitor inclusion
- Historical research
Research Comes Before Monetization
Our preferred process is: Define the marketing problem
Collect AI responses
Extract recommendations
Calculate rankings
Verify material company information
Perform editorial review
Publish the research
Apply commercial links where appropriate The affiliate relationship should not determine the research outcome.
Companies Do Not Need an Affiliate Relationship to Rank
A company can appear in AI Marketing Consensus Index research even if:
- We have no affiliate agreement
- We receive no referral compensation
- The company has never contacted us
- The company declines to work with us
- The company competes with a related business
If the underlying AI research recommends that company, the recommendation belongs in the dataset.
Non-Affiliate Companies Can Rank First
A company does not need to pay AI Marketing Consensus Index to rank highly. A non-affiliate company may:
- Rank #1
- Lead a category
- Receive the highest recommendation coverage
- Appear in more studies than commercial partners
- Receive favorable editorial analysis
The ranking should reflect the research.
Affiliate Companies Can Rank Poorly
A company with an affiliate or referral relationship may:
- Rank below non-affiliates
- Receive weak recommendation coverage
- Fail to qualify for full analysis
- Receive critical editorial commentary
- Lose ranking position over time
- Fail to appear in a particular study
Commercial value does not create AI votes.
Higher Commissions Do Not Mean Higher Rankings
Affiliate programs may pay different compensation. One company may pay:
- A flat referral fee
- A percentage of revenue
- A recurring commission
- A lead fee
Another may pay substantially more or less. Those differences should not affect ranking calculations. A company offering the highest commission does not receive additional recommendation credit.
Affiliate Status Is Not a Ranking Factor
Affiliate status should be stored separately from research data. It must not be an input into:
- Recommendation coverage
- Recommendation position
- Consensus Score
- Qualification
- Category aggregation
- Site-wide ranking
Commercial Relationships May Influence Which Topics We Research
AI Marketing Consensus Index is a commercial publication. Commercial interest can legitimately influence which questions we choose to study. For example, we may prioritize research involving:
- GEO agencies
- AI visibility platforms
- AI citation tools
- AI search audits
- AI SEO software
- Enterprise AI monitoring
- Content optimization tools
because those areas have strong buyer interest. That is different from allowing commercial relationships to determine: which company wins the study.
Topic Selection and Ranking Are Different Decisions
We may choose to research: Best AI Visibility Platforms for Agencies because the topic has commercial value. We may not decide: Company A needs to rank first because it has the best affiliate program. The first decision concerns: what we research. The second would improperly manipulate: what the research says.
Related Businesses Require Additional Disclosure
AI Marketing Consensus Index has related business relationships beyond ordinary affiliate arrangements. These include:
- LLM Authority Index
- CiteWorks Studio
Mark B. Huntley, J.D., who serves as an AI Search & Visibility Research Reviewer where indicated, has financial and operational interests associated with both businesses. These relationships are disclosed because either company may appear in AI Marketing Consensus Index research.
LLM Authority Index Is Not Merely an Affiliate
LLM Authority Index provides AI research data and measurement infrastructure supporting AI Marketing Consensus Index. Its role may include support for:
- AI response collection
- Recommendation datasets
- Citation datasets
- Prompt-level measurement
- Historical tracking
- Competitive analysis
- Research infrastructure
Because LLM Authority Index operates in an area we research, it may itself appear in categories involving:
- AI visibility platforms
- LLM monitoring
- Recommendation tracking
- Citation tracking
- Competitive intelligence
- AI market intelligence
When that happens, its contribution to our research infrastructure does not create additional ranking credit.
CiteWorks Studio Is Not Merely an Affiliate
CiteWorks Studio provides AI search strategy and subject-matter support to AI Marketing Consensus Index. Its contributions may include:
- GEO strategy
- AEO strategy
- AI search taxonomy
- Citation strategy concepts
- Research-question development
- Practical AI search context
- Competitive interpretation
- AI visibility strategy
CiteWorks Studio may itself appear in research involving:
- GEO agencies
- AI search agencies
- AI visibility consulting
- AI search audits
- Citation-building services
- Authority-building services
Its role in the project does not create additional recommendation credit.
Related Companies Receive No Automatic Inclusion
Neither LLM Authority Index nor CiteWorks Studio should be automatically inserted into ordinary open recommendation studies. For standard research, prompts should not seed related companies merely because they are connected to the publication. If an AI system independently recommends: LLM Authority Index or: CiteWorks Studio that recommendation may be recorded. If it does not, no recommendation is added.
Related Companies Receive No Bonus Points
Related companies do not receive:
- Extra AI votes
- Bonus Consensus Score
- Preferred tie-breaking
- Automatic qualification
- Guaranteed category inclusion
- Preferred recommendation position
- Competitor suppression
They are subject to the same underlying recommendation data used for competing companies.
Related Companies Can Rank Below Competitors
Suppose the research shows: Competitor A — 6 of 7 AI platforms CiteWorks Studio — 3 of 7 The result should remain: 6 of 7 and: 3 of 7. The financial relationship does not allow the ranking to be changed.
Related Companies Can Fail to Appear
It is possible for:
- LLM Authority Index
- CiteWorks Studio
to receive zero recommendations in a study. If that happens, they should not be artificially inserted into the results.
Related Companies Can Also Rank First
If the underlying research independently produces: LLM Authority Index — 7 of 7 or: CiteWorks Studio — 6 of 7 that result can be published. The existence of a relationship does not require us to suppress legitimate research. It requires: prominent disclosure.
Related-Company Disclosure on Individual Studies
When LLM Authority Index or CiteWorks Studio appears materially in a study, the page should include a visible disclosure near the ranking or company analysis. Recommended language:
Related Business Disclosure: Mark B. Huntley, J.D., who reviews research for AI Marketing Consensus Index, has financial and operational interests associated with LLM Authority Index and CiteWorks Studio. Related companies receive no additional AI recommendation credit or ranking weight. Their rankings are derived from the same underlying multi-platform research methodology applied to competing companies.
Affiliate Links Should Be Identifiable
Where practical, commercial links may be identified using language such as:
- Visit Site
- Get Pricing
- Start Free Trial
- Request Demo
- Learn More
A nearby disclosure should explain that AI Marketing Consensus Index may receive compensation.
Short Article-Level Affiliate Disclosure
Recommended language: Affiliate Disclosure: AI Marketing Consensus Index may earn compensation when you purchase, request information, or take another qualifying action through links on this page. Commercial relationships do not influence AI recommendation counts, Consensus Scores, or our underlying research.
Short Ranking-Table Disclosure
Recommended language: Disclosure: We may receive compensation from some companies listed. Compensation does not affect recommendation counts or ranking calculations.
Disclosure Near Commercial Buttons
Where appropriate: Commercial link — we may receive compensation if you take a qualifying action. This language may be adapted to the actual commercial relationship.
Affiliate Links Are Not Research Awards
A: Visit Site or: Get Pricing button means a commercial link is available. It does not mean the company:
- Won the study
- Earned an additional recommendation
- Received our highest editorial rating
Commercial calls to action and research rankings should remain distinct.
Commercial Presentation Should Not Distort Rankings
Suppose: Company A ranks #1 and: Company B ranks #3 but has an affiliate program. The page should not visually transform Company B into the apparent winner merely because Company B provides a commercial link. The research hierarchy should remain clear.
Affiliate Partners Do Not Receive Better Editorial Treatment
An affiliate relationship does not entitle a company to:
- More favorable language
- Fewer disclosed limitations
- Suppression of competitor strengths
- Removal of accurate criticism
- Preferential reviewer treatment
- Protection from corrections
Ending an Affiliate Relationship Does Not Change Research
If a company ends:
- An affiliate program
- A referral agreement
- A commercial partnership
its research ranking should not decline because of that decision. Likewise, joining an affiliate program should not improve its research ranking.
We Do Not Punish Companies That Decline Commercial Relationships
A company should not be treated negatively because it:
- Declines an affiliate relationship
- Rejects a partnership proposal
- Does not advertise
- Does not license our data
- Does not engage with AI Marketing Consensus Index
Research and commercial negotiations should remain separate.
Affiliate Relationships Do Not Affect Corrections
Any company may request correction of a factual error. The company does not need to:
- Pay us
- Become an affiliate
- Advertise
- Purchase data
- Work with a related business
Corrections should be evaluated based on evidence.
Paying Does Not Make Something a Correction
A commercial partner cannot require us to change accurate research simply because it dislikes the result. Examples that are not automatically corrections:
- Disliking a ranking
- Disagreeing with AI recommendations
- Wanting a competitor removed
- Wanting historical poor performance deleted
A correction requires an actual error.
Affiliate Compensation May Come From Third Parties
In some cases, compensation may be paid by:
- The company itself
- An affiliate network
- A marketing platform
- A referral partner
- Another commercial intermediary
The existence of an intermediary does not change our editorial independence standard.
Affiliate Tracking
Affiliate or referral links may contain:
- Tracking parameters
- Referral identifiers
- Cookies
- Similar attribution technologies
These technologies help determine whether a qualifying action originated from AI Marketing Consensus Index. For more information about tracking technologies:
Your Price May or May Not Be Affected
In many affiliate arrangements, using an affiliate link does not increase the customer's price. However, pricing, discounts, promotions, and commercial terms are controlled by the destination company. AI Marketing Consensus Index should not promise that a user's price will never differ unless that is known for the particular relationship.
Pricing Information Can Change
AI marketing companies frequently change:
- Pricing
- Plans
- Features
- Free trials
- Contract terms
- Usage limits
Readers should confirm current commercial terms directly with the company before purchasing.
Affiliate Relationship Does Not Equal Endorsement of Every Product
A company may offer multiple:
- Products
- Plans
- Services
- Agency engagements
An affiliate relationship does not mean AI Marketing Consensus Index endorses every offering from that company. Research conclusions should remain tied to the specific study.
Advertising Is Different From Affiliate Compensation
Affiliate relationships and advertising relationships are distinct.
Affiliate / Referral Compensation
We may earn compensation when a reader takes a qualifying action.
Advertising
A company pays for promotional exposure. A company may be:
- An affiliate but not an advertiser
- An advertiser but not an affiliate
- Both
- Neither
Paid advertising should be separately identified.
Read Advertising & Sponsorship Disclosure →
Sponsorship Is Also Different
A sponsor may financially support:
- Content
- Research
- Events
- Reports
Sponsorship should be clearly disclosed. A sponsor cannot purchase recommendation counts or research rankings.
Data Licensing Is Separate
AI Marketing Consensus Index may also earn revenue from:
- Research licensing
- Data licensing
- Benchmark reports
- Custom analysis
- Market intelligence
Licensing the data does not give a customer the right to change it.
Read Data Licensing & Research Use →
Mark B. Huntley's Reviewer Role
Mark B. Huntley, J.D. serves as: AI Search & Visibility Research Reviewer where indicated. His editorial role does not allow him to change underlying recommendation data to benefit:
- CiteWorks Studio
- LLM Authority Index
- An affiliate partner
- An advertiser
- Any other company
Mark's Related Business Interests
Mark has financial and operational interests associated with: CiteWorks Studio and: LLM Authority Index. Because those businesses may benefit financially from exposure through AI Marketing Consensus Index, the relationships are disclosed openly. We do not characterize them merely as ordinary affiliate relationships because their involvement with the project is broader.
Human Review Does Not Equal Commercial Endorsement
If an article says: Reviewed by Mark B. Huntley, J.D. that means the article underwent the site's human review process. It does not mean:
- Mark personally endorses every company listed
- Mark recommends a related company to every reader
- An affiliate company purchased an endorsement
Our Research Can Recommend Competitors of Related Companies
Research may recommend competitors of:
- CiteWorks Studio
- LLM Authority Index
Those companies should remain included when the research supports them. The purpose of the site is to study recommendation behavior across the market.
Historical Commercial Relationships Do Not Rewrite Historical Research
If a company:
- Becomes an affiliate
- Stops being an affiliate
- Becomes a sponsor
- Ends a sponsorship
historical AI recommendation data should not be rewritten solely because the commercial relationship changed.
Research Before Revenue
We believe the strongest way to manage commercial conflicts is structurally: The research determines the rankings. Commercial relationships determine whether and how the publication may earn revenue from the resulting traffic. Those are separate functions.
Our Affiliate Standard in One Sentence
AI Marketing Consensus Index may earn affiliate, referral, lead-generation, or other commercial compensation, but these relationships do not alter raw AI responses, recommendation counts, ranking calculations, competitor inclusion, reviewer standards, or historical research.
Related Business Transparency
The following relationships are particularly important:
LLM Authority Index
Provides AI research data and measurement infrastructure supporting AI Marketing Consensus Index.
CiteWorks Studio
Provides AI search strategy and subject-matter support to AI Marketing Consensus Index.
Mark B. Huntley, J.D.
Serves as AI Search & Visibility Research Reviewer where indicated and has financial and operational interests associated with LLM Authority Index and CiteWorks Studio. These relationships are disclosed because the related companies may themselves appear in our rankings. They receive no automatic recommendation credit or ranking advantage.
Read the Full Related Business & Conflict of Interest Disclosure →
Contact Us About Commercial Relationships
Questions regarding:
- Affiliate partnerships
- Referral arrangements
- Commercial links
- Advertising
- Sponsorship
- Data licensing
may be submitted through:
Contact Us →
Commercial inquiries do not create editorial obligations.
Related Policies
Related Business & Conflict of Interest Disclosure →
How LLM Authority Index and CiteWorks Studio Contribute →
Advertising & Sponsorship Disclosure →
Data Licensing & Research Use →
AI Marketing Consensus Index may earn compensation through affiliate, referral, advertising, sponsorship, data-licensing, or other commercial relationships. Those relationships do not influence the underlying AI recommendation data or Consensus Index ranking calculations.