AI Platform Solutions
Reputation management for AI search & answer platforms.
AI platforms now answer questions about you directly, often without linking sources. What they say depends on what is already visible, indexable, and authoritative on the open web.
Why this matters
AI answers are the new first impression.
A meaningful share of research about individuals and organizations now begins — and often ends — inside an AI assistant. A prospective client, an investigative journalist, a hiring committee, or a regulator may never see the tenth search result, or even the first. They will read a paragraph generated by ChatGPT, Gemini, or Copilot and act on it.
That paragraph is not authored. It is assembled from the sources those systems trust, weighted by how prominent, structured, and recent the information appears. Reputation work for AI platforms is not about writing the answer. It is about making sure the sources the answer draws from are accurate, current, and appropriately favorable.
Method
How AI reputation work is structured.
- 01
AI visibility audit
We query every major AI platform under the personas most relevant to you — clients, employers, regulators, journalists — and document, verbatim, what each returns. We identify the sources being cited and the sources that should be. - 02
Source-graph analysis
We map the underlying corpus of pages, records, and structured data that AI models are drawing on. Wikipedia, Wikidata, professional directories, news archives, regulatory filings, and your own owned properties all sit on this graph. - 03
Correction and enrichment
Where information is factually wrong, we pursue legitimate correction with the source publisher. Where the record is thin, we publish substantive, well-cited material that AI systems can and do use. - 04
Structured data & entity work
We ensure schema.org markup, Wikidata entries, and canonical entity records exist so AI systems can disambiguate you correctly, not confuse you with an unrelated person or entity. - 05
Monitoring and iteration
AI answers drift. We re-query on a scheduled cadence, catch regressions, and update the underlying material before drift becomes narrative.
Scope
What is — and is not — in scope.
- In scope
- Owned-property publishing, third-party editorial placement, Wikipedia and Wikidata work performed to community standards, structured data implementation, factual corrections through platform channels, and coordinated takedown of unlawful material.
- Not in scope
- Fake identities, sockpuppet networks, fabricated citations, prompt-injection attacks on live models, or any attempt to conceal material that is true, lawful, and in the public interest.
Questions
Frequently asked.
Which AI platforms do you cover?
ChatGPT (OpenAI), Google Gemini and AI Overviews, Microsoft Copilot, Grok (xAI), Perplexity, and Meta AI. Coverage extends to any general-purpose answer engine that surfaces information about individuals or organizations.
Can you force an AI platform to stop mentioning me?
No credible firm can. AI platforms answer from their training data and live web retrieval. What we can do is address the underlying web sources, correct factually wrong material through legitimate channels, and reshape what an honest answer would look like.
How long does AI reputation work take?
Most engagements begin producing measurable change in how AI platforms describe a person or organization within 90 to 180 days. Deeply entrenched narratives take longer and require sustained work.
Is any of this manipulative?
No. Our work is limited to legitimate publishing, structured data, source correction, and takedown of clearly false or unlawful material. We do not create fabricated content, fake identities, or manipulated citations.
Confidential Consultation
Find out what can realistically be changed.
Every situation is different. A confidential conversation is the fastest way to learn what is possible for your name, practice, or organization.
Request a Confidential ConsultationResponses typically within one business day