What AI may already be getting wrong about your association...
1
Who you serve
AI may recognize your name but still misunderstand your core audience and role
2
What Makes You Valuable
AI may flatten your unique value into a generic summary.
3
Why You Are Trusted
AI may rely on weaker signals when your proof is scattered.
People are already using AI tools to research organizations, compare options, and get quick answers before they ever visit a website.
For associations and mission-driven organizations, the risk is not just low visibility. It is inaccurate visibility.
AI may simplify who you serve, overlook your strongest programs, miss your proof, or rely on weaker third-party summaries instead of your own source-of-truth pages.
The AI Search Visibility Audit shows how AI systems are representing your organization today, where that representation creates risk, and what to fix first.
Discover how AI systems see you today, where that view introduces risk or missed opportunity, and how to respond with focus.
How it Works
1.
Choose your starting point
Start with the Snapshot for a fast baseline or the Full Audit for a deeper strategic diagnosis.
2.
Complete the intake form
Tell us your website, priority audiences, key programs, and the areas where accuracy matters most.
3.
We review how AI represents you
We test how AI systems describe, source, and summarize your organization across relevant prompts and user journeys.
4.
You receive the findings
You get a clear summary of what AI is getting right, what it is missing, and what to fix first.
5.
Decide what to do next
Use the findings internally, upgrade to the full audit, or request implementation support when available.
Choose the Right Starting Point
Not every organization needs the full audit first. Some teams want a fast baseline to confirm whether AI representation is a real risk. Others need the full diagnosis, leadership-ready recommendations, and a roadmap for what to fix first.
AI Representation Snapshot
A fast baseline for organizations that want to see how one major AI system is describing them right now.
What's included:
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One-platform AI representation review: ChatGPT or Perplexity
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6–8 standardized prompts tested
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Screenshot evidence of current AI answers
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Review of your homepage and up to 3 priority pages
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Top 3 risks to clarity, trust, or discovery
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3–5 recommended next steps
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5–7 minute video walkthrough
Delivered in 5 business days.
Best for teams that want proof before committing to a full audit.
Note - If you purchase the Snapshot and decide to move forward with the Full Audit within 30 days, $500 of your Snapshot fee can be applied to the Full Audit.
$1,500
AI Search Visibility Audit
A full strategic diagnostic for organizations that need to understand how AI describes, cites, and reconstructs them across major systems.
What's included:
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Multi-platform analysis across ChatGPT, Perplexity, and Google AI Overviews
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AI representation testing across core audience, program, trust, and action-oriented prompts
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Content clarity and source-of-truth assessment
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Review of key pages, including homepage, about, membership, programs, resources, or other priority areas
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Machine-readability review of structure, headings, metadata, internal links, and source clarity
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User journey risk mapping for member, donor, funder, media, sponsor, or stakeholder pathways
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Prioritized action roadmap with effort/impact matrix
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Executive summary deck
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Video walkthrough or live readout
Delivered in 2-3 weeks.
Best for teams that need leadership-ready clarity and a roadmap they can act on.
$4,500
Not sure which is right? If you need executive alignment or a roadmap your team can execute against, choose the Full Audit. If you want fast proof before investing further, start with the Representation Snapshot.
This is not just an AI visibility tracker
Most AEO tools show whether your organization appears in AI answers, where you are mentioned, and how visibility changes over time. Useful, but incomplete.
Cited & Seen looks at something more important: whether AI understands and represents you correctly.
We analyze how AI systems describe your organization, what sources they rely on, where they seem confident, where they guess, and where your message gets flattened, distorted, or missed.
That matters because mission-driven organizations face a different risk. The problem is not only being absent from AI answers. It is being oversimplified, misrepresented, or replaced by weaker sources.
What Does the Full Audit Include?
Current AI Representation Snapshot
A clear view of how major AI systems currently describe, cite, and substitute your organization.
Priority Risks and Recommended Fixes
Specific action items to take today that will make a difference for the search landscape of tomorrow.
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Executive Readout
A concise, board-ready summary and video walkthrough for alignment and next steps.
Highest-Risk Gaps by User Journey
Where AI representation may affect membership, event registration, donations, media inquiries, sponsorship, or stakeholder trust.
List of High Impact quick Wins & What to Ignore for Now
The top changes your team should make first, ranked by impact and effort
Internal Documentation
A shareable summary your team can use for planning, alignment, and execution.
Case Studies
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AI Search Visibility
Audit
FAQs
What is an AI Search Visibility Audit?
It is a strategic assessment of how AI systems currently understand, describe, and source your organization, where that understanding breaks down, and what your team should prioritize next.
The standard Full Audit covers one organization, one primary website, and a focused set of priority pages and AI/search scenarios. If your organization has multiple brands, chapters, subdomains, country sites, or complex content ecosystems, we may recommend an expanded audit scope before work begins.
What's the difference between the Representation Snapshot and the Full Audit?
The Representation Snapshot is a fast diagnostic designed to confirm whether AI is misrepresenting your organization or missing key pathways. It includes one platform, top risks, and one recommended next step. Delivered in 5 days.
The Full Audit is a multi-platform strategic assessment that includes content review, machine-readability analysis, user journey mapping, and a prioritized roadmap. It's designed for teams that need leadership-ready recommendations and a clear plan for what to fix first.
Many organizations start with the Representation Snapshot, then upgrade to the Full Audit if the findings warrant deeper work.
How is this different from an SEO audit?
This is not about rankings, keywords, or traffic tactics. It focuses on whether AI systems can correctly interpret your mission, programs, and authority and whether they can confidently cite and summarize your content accurately.
Which AI systems do you review?
The audit examines how your organization appears in widely used AI-driven search environments, including ChatGPT, Perplexity, and Google AI Overviews. The focus is on patterns in representation, not one-off answers.
Do you guarantee that our organization will be cited by AI?
No. No one can guarantee that. The audit gives you a grounded understanding of what is helping or hurting AI interpretation today and where to focus to improve representation over time.
Will this require our IT or web development team?
Not necessarily. Findings are delivered in plain language with effort indicators so your team can decide what to handle internally, what to outsource selectively, and what to defer.
What makes this different from hiring an agency?
Most agencies are built to execute on your behalf. This audit is built to help your leadership and internal teams understand the problem, prioritize the right work, and make better decisions before outsourcing anything unnecessarily.
How long does the audit take?
Most audits are completed within 2-3 weeks. You will receive a final executive-ready summary and a live readout at the end of the engagement.
What does the final deliverable include?
You receive an executive summary PDF, supporting evidence and examples, a prioritized action roadmap with effort indicators, and a 60-minute readout call to walk through findings and answer questions.
Who should be involved from our organization?
The audit works best when marketing or communications leads are involved, with optional participation from digital, content, or web stakeholders. Executive participation is recommended for the readout.
Is this audit only for large organizations?
No. While it is especially valuable for organizations with complex content ecosystems, it can also benefit smaller teams that publish authoritative content and want to ensure it is accurately represented by AI systems.
What usually comes after the audit?
Many organizations use the audit as a shared reference to guide content updates, structural improvements, or internal alignment. Some choose to engage in optional advisory or implementation support, while others execute internally using the roadmap provided.