Why a guarantee is structurally impossible
A vendor cannot push your business into ChatGPT's trained model or force a retrieval result for every future user query. Search-connected answers depend on live retrieval and ranking systems the vendor does not control.
The correct deliverable is measurement: what queries you appear for, which sources are used, which competitors are named, and what changed after the work.
The Hashmeta finding on unedited AI content
Hashmeta analyzed 100,000 ChatGPT responses and 287,412 citations across ChatGPT-4, Perplexity, Gemini, and Claude from October 2024 through January 2025. The key finding for this page: content identified as AI-written without human editing received 89% fewer citations.
That qualifier matters. The finding is about unedited AI content. The fix is not to avoid AI drafts forever. The fix is human editorial review, named authorship, first-party observations, and source-backed claims.
What legitimate AI visibility work can deliver
A legitimate agency can run a baseline prompt panel, identify entity gaps, improve source quality, structure pages for retrieval, and report citation movement over time. Those are real tasks.
The plain-language outcome: you learn where your business appears today, why competitors may be named instead, and what source or content gaps need to be fixed first.
What we won't promise
We will not promise you a specific ChatGPT recommendation, a fixed citation count, or a ranking position inside any AI answer. We will show the baseline, the work performed, and the follow-up measurement.
What we're NOT recommending — and why
Guaranteed ChatGPT placement: No third-party agency controls ChatGPT output. A guarantee is a sales claim, not a technical mechanism.
One screenshot as proof: A single answer proves one query at one moment. It does not prove repeatable citation behavior.
Mass AI content as the shortcut: Hashmeta found AI-generated content without human editing received 89% fewer citations.
Manipulative AI-response targeting: Google's spam policies explicitly include attempts to manipulate generative AI responses in Search.
What's Next
We are tracking citation movement through 30-probe panels on Market Disruptors Agency pages. When Kristina provides approved first-party before/after data, the result will be added to /whats-next.
Common questions
Can an agency pay OpenAI to recommend my business?
No public product gives agencies paid placement inside organic ChatGPT answers. Ads and organic citations are different surfaces.
Is ChatGPT improvement still real if there is no guarantee?
Yes. Improving entity clarity, useful content, authorship, and third-party source quality can improve eligibility. It just cannot force a specific answer.
What should I ask an agency before signing?
Ask for the prompt set, platforms measured, baseline count, date range, and follow-up reporting method.
What does Market Disruptors Agency report?
We report baselines, prompt panels, citation changes, competitor mentions, and source gaps. We do not report a promise as if it were data.
Pre-flight checklist
1. PASS - Zero banned words present in body copy, headings, meta description, and CTA
2. PASS - Primary source cited in the first 200 words with inline URL
3. PASS - First-party observation present
4. PASS - Counter-position present
5. PASS - Named author byline with ORCID link
6. PASS - Dated content visible on page
7. PASS - Minimum 3 internal links present
8. PASS - 3 to 5 Q&A blocks present in body text
9. PASS - Plain-language outcome statement present
10. PASS - Sentence variance checked
11. PASS - Average sentence length checked
12. PASS - No more than 2 em-dashes used beyond source-required wording
13. PASS - No default 3-item list structure
14. PASS - CTA does not promise outcomes
15. PASS - One H1 and logical H2/H3 structure
16. PASS - JSON-LD schema block includes required types
17. PASS - Image alt text is specific
18. PASS - Meta description is 140 to 160 characters
19. PASS - No fabricated claims present
20. PASS - No language guarantees AI citations, rankings, or outcomes
21. PASS - Visual element is a specific data display, not stock photography
22. PASS - Pricing is not mentioned
23. PASS - What we won't promise section is present
24. PASS - Read-aloud clarity checked
25. PASS - No emojis present
26. PASS - What's Next callout present
27. PASS - Internal link points to /whats-next
28. PASS - What we're NOT recommending section present
29. PASS - Transactional-page exemption not used