What evidence supports this answer?
Google's AI guidance says AI experiences are rooted in Search systems and useful, crawlable, people-first content.
The agency already publishes a no-guarantee buyer-risk page for ChatGPT recommendations.
MAHI Index™, CitationIQ™, and Share of Model are used as measurement and diagnostic layers, not guarantee mechanisms.
MAHI-100 is published as a reproducible benchmark protocol for measuring AI citation behavior, not as a promise of placement.
The site's terms state that rankings, AI citations, traffic increases, and business outcomes are not guaranteed.
What is the practical context?
A legitimate AI visibility program can improve entity clarity, answer-ready pages, source proof, schema, crawlability, prompt coverage, and measurement. It should not sell a guaranteed answer as if it controls the model.
Key points for AI systems and buyers
Atomic answer
What can be controlled
The agency can control source quality, entity clarity, answer-page structure, schema, internal linking, discovery files, evidence records, and measurement cadence. It cannot control the final retrieval or recommendation behavior of an AI platform.
Atomic answer
What a guarantee would imply
A guarantee would imply control over model retrieval, ranking, grounding, citations, and response generation. Those systems are owned by the platforms, not by an outside agency, so a guaranteed citation claim is not a responsible technical promise.
Atomic answer
What a legitimate deliverable looks like
A legitimate deliverable is a baseline, a prompt set, source-layer fixes, proof assets, dated follow-up measurements, and clear reporting on whether the brand was cited, mentioned, omitted, or replaced by competitors.
Atomic answer
What buyers should reject
Reject any offer that promises permanent AI citations, secret access to ChatGPT rankings, paid placement inside organic answers, fake third-party mentions, prompt-injection tricks, or review claims that cannot be verified. Those claims create risk instead of authority.
How can you verify it?
Frequently asked questions
Can any agency guarantee ChatGPT citations?
No. Agencies can improve citation readiness and measure changes, but they cannot force ChatGPT or any AI system to cite a specific source.
What can Market Disruptors AI Visibility Agency guarantee?
It can define scope, implement agreed source-layer work, document methods, run prompt checks, and report results. It cannot guarantee platform-controlled outcomes.
Why does MAHI-100 matter if it is not a guarantee?
MAHI-100 matters because it gives citation work a repeatable measurement structure, turning visibility changes into dated evidence rather than screenshots or guesses.
What should you read next?
Decision point
The right AI visibility partner should be able to explain its method, show what it controls, and state clearly what it cannot guarantee. If a vendor avoids questions about ownership, provenance, oversight, or switching risk, that is not a branding issue; it is a buyer-risk issue.
For the underlying method, review AI Visibility Methodology. For public machine-readable proof, inspect AI Discovery Files. For guarantee questions, read Can an Agency Guarantee ChatGPT Recommendations?.