Neumann Paige

AI Platform Solutions

Improve how ChatGPT understands and describes you.

ChatGPT increasingly answers questions about individuals and organizations directly. Its answers reflect what appears on authoritative, crawlable web sources — which we can influence.

Context

What ChatGPT is actually reading.

ChatGPT combines a large-scale training corpus with live web retrieval through OpenAI’s browsing and search tools. Answers about a specific person or organization typically pull from a small, predictable set of sources: major news outlets, Wikipedia and Wikidata, professional directories, regulatory databases, and long-standing owned properties. Understanding which of these it prefers for a given query is the starting point.

Approach

A ChatGPT-specific engagement.

  1. 01

    Baseline capture

    We run a defined set of prompts across ChatGPT surfaces — free, Plus, browsing on, browsing off — and archive verbatim answers with dates and model versions.
  2. 02

    Source attribution

    For each answer we identify the underlying pages ChatGPT cites or paraphrases, whether or not it shows links.
  3. 03

    Corrective publishing

    We produce and place substantive, factually rigorous material where ChatGPT is most likely to reach for it — long-form owned content, editorial third-party placements, and refreshed reference entries.
  4. 04

    Entity disambiguation

    We resolve name collisions and stale identifiers through Wikidata, schema.org, and consistent bio material across owned and controlled properties.
  5. 05

    Ongoing monitoring

    We re-query on a defined cadence and flag drift the moment it appears.

Common problems

What we most often address.

  • ChatGPT confidently repeating an old, since-corrected news story.
  • Answers conflating a client with an unrelated person of the same name.
  • Absent professional context — no mention of credentials, current role, or track record.
  • Persistent references to resolved litigation, expunged records, or retracted coverage.
  • Answers that are technically accurate but tonally hostile because the corpus skews negative.

Questions

Frequently asked.

Does ChatGPT actually change what it says about a person?

Yes. ChatGPT answers evolve as its training corpus, live browsing sources, and retrieval-augmented context change. Consistent, authoritative material on the open web reliably influences what it produces.

Can OpenAI be asked to remove information?

OpenAI provides limited channels for factual disputes and privacy requests. We use them where appropriate, but the durable fix is almost always at the source-web layer that ChatGPT reads from.

How do you measure success on ChatGPT specifically?

We track answer text across a defined set of query intents and personas at regular intervals, comparing baseline to current wording, tone, and citations. Success is defined at kickoff and reported against.

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 Consultation

Responses typically within one business day