AI Marketing Consensus Index / Publication standards
Advertising & Sponsorship Disclosure
AI Marketing Consensus Index is a commercial research publication. We may earn revenue through:
- Advertising
- Sponsorships
- Affiliate relationships
- Referral arrangements
- Sponsored research
- Data licensing
- Research licensing
- Commercial partnerships
- Related businesses
Some companies that advertise with, sponsor, partner with, or have other commercial relationships with AI Marketing Consensus Index may also appear in our research. Those relationships do not purchase or determine the underlying research result. Our core rule is: Commercial relationships may influence where promotional content appears. They do not determine which companies external AI platforms recommend.
Advertising and Research Are Separate
AI Marketing Consensus Index measures recommendations produced by external AI platforms. An advertiser cannot purchase:
- An AI recommendation
- An additional AI vote
- Higher recommendation coverage
- Better recommendation position
- A higher Consensus Score
- A higher study ranking
- A higher category ranking
- Competitor removal
- Historical ranking changes
If seven AI platforms independently produce a research result, an advertising agreement does not change those responses.
Advertisers Cannot Buy the #1 Ranking
Suppose a study finds: Company A — recommended by 6 of 7 AI platforms Company B — recommended by 4 of 7 Company C — recommended by 2 of 7 If Company B becomes an advertiser: Company B remains: 4 of 7. It does not become #1 because it pays us.
Non-Advertisers Can Rank First
A company does not need a commercial relationship with AI Marketing Consensus Index to:
- Appear in research
- Qualify for full analysis
- Rank #1
- Lead a category
- Receive positive editorial analysis
If the research produces the strongest result for a company that pays us nothing, that company can still rank first.
Advertisers Can Rank Poorly
A company with a commercial relationship may:
- Rank below non-advertisers
- Receive weak recommendation coverage
- Fail to appear
- Fail to qualify for full analysis
- Receive critical analysis
- Lose ranking position in later research
Advertising does not guarantee favorable coverage.
Paid Placements Must Be Clearly Labeled
Promotional placements should be clearly identified using labels such as:
- Advertisement
- Sponsored
- Paid Placement
- Sponsored Content
We should not intentionally design paid promotional material so that readers reasonably mistake it for an earned consensus ranking.
Paid Placement Is Not Earned Ranking
A paid placement should not automatically use labels such as:
- Consensus Winner
- #1 AI Recommendation
- Highest-Ranked Company
- Best Overall
- Category Leader
unless those claims are independently supported by the underlying published research. Payment alone does not earn research recognition.
Advertising Near Ranking Tables
Advertising may appear near:
- Research articles
- Ranking tables
- Category pages
- Company profiles
- Research dashboards
- Educational content
When paid content appears near an earned ranking, it should remain visually distinguishable from that ranking. For example: if Company A ranks #1 but Company B purchased advertising, Company B should not receive a dominant visual treatment that makes it appear to be the research winner.
Standard Paid Placement Disclosure
For ordinary advertising modules, we recommend language such as: Advertisement: This is a paid promotional placement. Payment does not influence AI recommendation counts, recommendation coverage, Consensus Scores, or earned ranking positions.
Sponsored Content
AI Marketing Consensus Index may publish content financially supported by a sponsor. Sponsored content should be clearly disclosed. A sponsor may support:
- An article
- A research report
- A webinar
- A newsletter
- A market analysis
- A downloadable report
- A special project
The sponsorship relationship should be visible to the reader.
Standard Sponsored Content Disclosure
Recommended language: Sponsored Content: This content was produced with financial support from Not yet supplied. Sponsorship does not alter independent AI Marketing Consensus Index recommendation data or historical rankings.
Sponsored Research
Companies may sponsor research projects. Sponsored research can be useful when a company wants independent information about:
- A market
- Competitors
- AI recommendation behavior
- Citation behavior
- AI visibility
- Category trends
A sponsor may help define the research question or scope. It may not purchase the result.
What a Research Sponsor May Help Define
Depending on the project, a sponsor may help identify:
- Industry
- Product category
- Audience
- Geographic market
- Research question
- Comparison scenario
- Time period
For example:
Which AI visibility platforms are most frequently recommended for enterprise CMOs?
may be a legitimate sponsor-supported research question.
What a Research Sponsor Cannot Determine
A sponsor cannot purchase:
- A #1 ranking
- A recommendation vote
- Recommendation coverage
- Recommendation position
- A favorable conclusion
- Competitor exclusion
- A revised historical result
The external AI responses and published methodology determine the research outcome.
Standard Sponsored Research Disclosure
Recommended language: Sponsored Research Disclosure: This research was financially supported by Not yet supplied. The sponsor may have helped define the research topic or scope but did not purchase or determine the AI recommendation results, ranking calculations, or historical data reported.
Sponsor-Requested Questions Are Allowed
A company may ask:
Can you research the AI visibility platform market for enterprise brands?
That is acceptable. A company may not require: Conduct the study, but publish us as the winner regardless of the results. The first defines a research topic. The second attempts to purchase a research outcome.
Research Topics Can Be Commercially Valuable
AI Marketing Consensus Index is not a nonprofit academic institution. We may prioritize research topics because they:
- Have strong commercial intent
- Are important to marketers
- Attract advertiser interest
- Generate affiliate opportunity
- Generate potential leads
- Support data licensing
- Address strategically important markets
Commercial value may influence: what we research. It may not determine: what the external AI platforms recommend.
Affiliate Relationships Are Different From Advertising
An affiliate relationship generally means AI Marketing Consensus Index may earn compensation when a reader:
- Clicks a tracked link
- Starts a trial
- Requests information
- Makes a purchase
- Completes another qualifying action
Advertising generally involves payment for promotional exposure. A company may be:
- An advertiser but not an affiliate
- An affiliate but not an advertiser
- Both
- Neither
These relationships should be disclosed appropriately.
Read Our Affiliate Disclosure →
Affiliate Compensation Does Not Affect Rankings
A company offering: higher commissions does not receive:
- More AI votes
- Higher ranking weight
- Better recommendation coverage
- Preferential Consensus Score treatment
Affiliate economics should remain separate from research calculations.
Data Licensing Is Separate From Research Outcomes
AI Marketing Consensus Index may license:
- Aggregated research
- Historical AI recommendation data
- Citation datasets
- Competitive benchmarks
- Category reports
- Market intelligence
- Research graphics
- Ranking data
A company that licenses our data does not gain the ability to change that data.
Research Licensing Is Not Ranking Purchase
A company may want to license a published statement such as: Recommended by 6 of 7 AI platforms in AI Marketing Consensus Index research. If that result was legitimately earned, licensing may be commercially available. Payment to license the result does not create the result.
Earned Badges May Be Licensed
AI Marketing Consensus Index may develop research-based badges such as:
- #1 AI Consensus — AI Visibility Platforms
- Highest Recommendation Coverage
- Category Consensus Leader
- Top-Ranked GEO Agency
A company may be permitted to license an earned badge for commercial use. The sequence must remain: research first
earned result
optional licensing not: payment first
award created
Paid Badges Must Be Clearly Different
If we ever offer promotional or sponsorship badges, they should use different language. Examples:
Promotional
- Sponsor
- Advertising Partner
- Research Sponsor
Earned
- Consensus Leader
- Highest Recommendation Coverage
- #1 Ranked in Published Research
Paid status should not be confused with research performance.
Advertisers Cannot Remove Competitors
A sponsor or advertiser cannot require AI Marketing Consensus Index to:
- Remove a competitor from a ranking
- Suppress a competitor's recommendation count
- Hide unfavorable comparison data
- Exclude a company naturally recommended by the AI platforms
The recommendation record should reflect the research.
Advertisers Cannot Control Corrections
Commercial partners do not receive special control over our correction process. An advertiser cannot require us to change accurate research merely because it is commercially inconvenient. Likewise, non-advertisers can request factual corrections. Corrections should be evaluated based on evidence.
Advertisers Can Submit Updated Information
Companies may contact us with evidence that:
- Product information changed
- Pricing changed
- Features changed
- Company positioning changed
- An entity was classified incorrectly
- A factual claim is outdated
We may review and update factual information where appropriate. That does not mean the company can rewrite the historical AI recommendation record.
Advertising Does Not Rewrite Historical Research
Suppose Company A ranked: #8 in January and later becomes an advertiser. Its January result remains #8 unless an actual data-processing error is discovered. Likewise, if an advertiser ends its commercial relationship, previously earned rankings should not be reduced as punishment.
Commercial Relationships Work Both Ways
Editorial independence means we should neither: reward companies for paying us nor: punish companies for refusing to pay us. Research performance should remain separate from commercial status.
Related Business Relationships Require Additional Disclosure
AI Marketing Consensus Index has particularly important relationships with:
- Mark B. Huntley, J.D.
- LLM Authority Index
- CiteWorks Studio
These relationships are more significant than ordinary advertising because the related companies may operate directly within markets researched by this site.
LLM Authority Index
LLM Authority Index provides AI research data and measurement infrastructure supporting AI Marketing Consensus Index. Its role may include:
- AI response collection
- Recommendation measurement
- Citation measurement
- Prompt-level research
- Competitive benchmarking
- Historical AI visibility analysis
- Research infrastructure
LLM Authority Index may itself appear in relevant research. When it does, its infrastructure relationship does not provide additional recommendation credit.
CiteWorks Studio
CiteWorks Studio provides AI search strategy and subject-matter support to AI Marketing Consensus Index. Its role may include:
- GEO and AEO strategy context
- Research taxonomy
- AI search subject-matter expertise
- Citation and authority concepts
- Research-question input
- Practical marketing context
CiteWorks Studio may itself appear in relevant agency and service-provider research. Its strategic contribution does not improve its research ranking.
Mark B. Huntley, J.D.
Mark serves as: AI Search & Visibility Research Reviewer for applicable AI Marketing Consensus Index research. Mark also has financial and operational interests associated with LLM Authority Index and CiteWorks Studio. His reviewer role does not give him authority to alter valid AI recommendation counts in favor of those companies.
Related Businesses May Also Advertise
LLM Authority Index or CiteWorks Studio may receive promotional exposure on AI Marketing Consensus Index. If promotional placement occurs beyond their disclosed contributor role, it should be clearly distinguished from earned research rankings.
Related Company Disclosure Does Not Replace Advertising Disclosure
A company may simultaneously be:
- Related to the project
- Ranked in the research
- Advertised on the site
Each relevant relationship should be disclosed. A Related Company label does not automatically tell a reader whether a particular module is also paid advertising.
Recommended Related-Company Ranking Disclosure
When LLM Authority Index or CiteWorks Studio appears in a research ranking:
Related Business Disclosure: Mark B. Huntley, J.D., has financial and operational interests associated with CiteWorks Studio and LLM Authority Index. LLM Authority Index also provides research data and measurement infrastructure, and CiteWorks Studio provides AI search strategy and subject-matter support. These relationships do not affect raw AI responses, recommendation counts, or ranking calculations.
Full Disclosure →
Advertiser Claims Remain Advertiser Claims
Advertising may contain claims supplied by advertisers. Those claims do not automatically become AI Marketing Consensus Index editorial conclusions. Where appropriate, advertisers should remain responsible for their promotional representations.
We Do Not Automatically Verify Every Advertising Claim
Editorial verification of research content is separate from advertising. An advertiser's statement such as: “The world's leading GEO platform” should not be interpreted as an independently verified AI Marketing Consensus Index ranking unless our research explicitly supports it.
Advertising Should Not Misuse Consensus Data
Advertisers or commercial partners should not take an accurate research result and materially misrepresent it. For example: An accurate finding: Company A ranked #1 in our study of AI visibility platforms for agencies. should not be transformed into: AI Marketing Consensus Index named Company A the world's best AI marketing company. Those are different claims.
Research Claims Should Include Appropriate Context
Commercial use of our rankings should preserve relevant context such as:
- Study category
- Research date
- Platform count
- Scope
- Ranking metric
This reduces the risk that a narrow result is presented as a universal endorsement.
Sponsorship Does Not Create Reviewer Approval
A sponsored page should not automatically display: Reviewed by Mark B. Huntley, J.D. unless Mark actually reviewed that content through the normal reviewer workflow. Payment does not create reviewer attribution.
Reviewer Independence
Advertisers and sponsors cannot require Mark to:
- Approve inaccurate claims
- Remove legitimate criticism
- Change recommendation interpretation improperly
- Alter recommendation counts
- Suppress competitors
Reviewer attribution should represent a genuine review.
Sponsored Content Can Contain Editorial Independence
A sponsored project can still contain independently produced research. When that happens, the page should explain:
- Who funded the research
- What role the sponsor played
- What the sponsor did not control
- Which portions are independent research
Transparency is preferable to pretending sponsorship does not exist.
We May Decline Advertising
AI Marketing Consensus Index may decline or discontinue advertising or sponsorship relationships at its discretion. Potential reasons may include:
- Misleading claims
- Poor disclosure practices
- Brand-safety concerns
- Legal concerns
- Attempts to influence independent research
- Attempts to misrepresent Consensus Index findings
Commercial revenue does not obligate us to accept every advertiser.
Advertising Is Not Endorsement
The presence of an advertisement on AI Marketing Consensus Index does not automatically mean we:
- Recommend the advertiser
- Rank it highly
- Endorse every product it sells
- Agree with every promotional claim
Readers should distinguish: paid promotional placement from: earned research performance.
Our Research May Contradict an Advertisement
It is possible for: an advertiser to promote itself on the site while: our independent research ranks a competitor higher. That is acceptable. The promotional and research layers are separate.
Standard Disclosure Language
Advertisement
Advertisement: This is a paid promotional placement. Payment does not influence AI recommendation counts, recommendation coverage, Consensus Scores, or earned ranking positions.
Sponsored Content
Sponsored Content: This content was produced with financial support from Not yet supplied. Sponsorship does not alter independent AI Marketing Consensus Index recommendation data or historical rankings.
Sponsored Research
Sponsored Research Disclosure: This research was financially supported by Not yet supplied. The sponsor may have helped define the research topic or scope but did not purchase or determine the AI recommendation results, ranking calculations, or historical data reported.
Ranking-Adjacent Advertisement
Paid Placement: This promotional placement is separate from the independent ranking shown on this page. Payment does not affect recommendation counts, Consensus Scores, or ranking position.
Related Company
Related Business Disclosure: Mark B. Huntley, J.D., has financial and operational interests associated with LLM Authority Index and CiteWorks Studio. These relationships do not affect raw AI responses, recommendation counts, or ranking calculations.
Advertising Placement Principles
Where practical:
Earned Rankings
Should remain visually dominant within the actual research-results section.
Paid Placements
Should be clearly marked.
Related Companies
Should display appropriate related-business disclosure.
Affiliate Links
Should follow our Affiliate Disclosure.
Sponsored Research
Should identify the sponsor. These disclosure systems may overlap when multiple relationships apply.
We Do Not Promise Complete Neutrality of Business Incentives
AI Marketing Consensus Index is a commercial publication. Advertising and sponsorship revenue can influence:
- What markets are economically attractive to cover
- Which research areas receive additional investment
- Which commercial products we develop
We do not pretend these incentives do not exist. Instead, our methodology is designed to prevent those incentives from directly changing: what the external AI platforms recommended.
What Commercial Relationships Can Influence
Commercial considerations may influence:
- Research-topic prioritization
- Advertising placement
- Sponsorship opportunities
- Affiliate programs
- Data products
- Licensing arrangements
What Commercial Relationships Cannot Influence
They should not influence:
- Raw AI responses
- Recommendation extraction under established rules
- Recommendation counts
- Recommendation coverage
- Recommendation position
- Consensus ranking calculations
- Competitor inclusion
- Historical research records
Advertising and Sponsorship Corrections
If an advertising or sponsorship disclosure is missing or inaccurate, we should correct it. Commercial disclosures are part of our editorial transparency obligations. Readers or companies may contact us if they believe a relationship has not been properly disclosed.
Frequently Asked Questions
Does AI Marketing Consensus Index accept advertising?
It may. Paid placements should be clearly identified and remain separate from earned research rankings.
Can an advertiser buy the #1 position?
No. An advertiser cannot purchase AI recommendation votes or earned ranking position.
Can a sponsor choose the research topic?
Potentially. A sponsor may help define a legitimate research question or market. It cannot purchase the research outcome.
Can a company sponsor a study in which it appears?
Potentially, provided the sponsorship is clearly disclosed and the company does not control the recommendation data or ranking result.
Can a company pay to use an award or ranking?
Potentially. A company may be permitted to license an independently earned ranking, research result, or badge. Payment does not create the underlying award.
Do advertisers receive better editorial treatment?
They should not. Commercial relationships do not provide immunity from unfavorable findings or criticism.
Can non-advertisers rank first?
Yes.
Can advertisers rank poorly?
Yes.
Is LLM Authority Index an advertiser?
LLM Authority Index has a broader disclosed relationship with AI Marketing Consensus Index as a provider of AI research data and measurement infrastructure. Any separate paid advertising relationship should be disclosed where applicable.
Is CiteWorks Studio an advertiser?
CiteWorks Studio has a broader disclosed relationship as a provider of AI search strategy and subject-matter support. Any separate paid promotional relationship should be disclosed where applicable.
Does Mark Huntley benefit financially if related companies receive business?
Mark B. Huntley, J.D. has financial and operational interests associated with LLM Authority Index and CiteWorks Studio. That potential economic benefit is disclosed. It does not provide those companies additional AI recommendation votes or ranking weight.
Related Policies
Related Business & Conflict of Interest Disclosure →
Data Licensing & Research Use →
Our Advertising Standard in One Sentence
AI Marketing Consensus Index may earn revenue through advertising, sponsorships, affiliate relationships, data licensing, and related businesses, but commercial relationships do not purchase or alter the external AI recommendations, recommendation counts, ranking calculations, competitor inclusion, or historical research underlying our earned Consensus Index results.
Mark has financial and operational interests associated with LLM Authority Index and CiteWorks Studio. Advertising, sponsorship, affiliate, and related-business relationships do not alter raw AI responses, recommendation counts, recommendation coverage, recommendation position, or earned ranking calculations.