Neumann Paige

AI Platform Solutions

AI visibility audit.

A structured, documented look at what today’s major AI platforms say about you — where the answers come from, what is accurate, and what is not.

Why start here

You cannot fix what you have not measured.

Reputation work fails when it begins without an accurate picture of the current state. The AI visibility audit provides that picture: a rigorous, verbatim record of what ChatGPT, Gemini, Copilot, Grok, Perplexity, and Google AI Overviews are saying about a person or organization today, across the query patterns that matter most.

Method

What the audit covers.

  1. 01

    Persona and query design

    We define the audiences whose AI use matters to you — clients, employers, journalists, regulators, adversarial researchers — and translate each into a realistic set of prompts.
  2. 02

    Cross-platform capture

    Every prompt is run across every major AI surface. Answers are captured verbatim, with timestamps, model versions, and browsing settings noted.
  3. 03

    Source attribution

    For each answer, we identify the underlying material the platform appears to be drawing from — cited or not.
  4. 04

    Accuracy & tone assessment

    We annotate each answer for factual accuracy, currency, completeness, and tone. Nothing is smoothed over.
  5. 05

    Prioritized remediation plan

    We produce a plan of action ranked by impact, urgency, and cost, so decisions can be made deliberately.

Deliverables

What arrives at delivery.

  • A written report suitable for internal counsel, executives, or board circulation.
  • Verbatim answer captures across every major AI platform.
  • Source attribution and evidence for each finding.
  • A prioritized action plan with cost and timeline ranges.
  • A one-hour readout with the responsible principal at Neumann Paige.

Questions

Frequently asked.

What do I get at the end of the audit?

A written report with verbatim answer captures across every major AI platform, source attribution for each answer, an assessment of accuracy and tone, and a prioritized remediation plan with clear cost and timeline ranges.

How long does the audit take?

Typically two to three weeks from engagement letter to delivery, depending on the breadth of query intent and personas required.

Do I have to engage you for remediation after the audit?

No. The audit is a standalone deliverable. Some clients bring it to their own team or a different vendor for execution.

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