Technical “Readability”

These questions assess whether AI crawlers can easily access and process your site.

Bot Accessibility: Have you checked your robots.txt file recently to ensure you are not accidentally blocking AI crawlers or major search engine bots?

Schema Markup: Does your website use “Organization” or “FAQ” schema markup to tell AI exactly what your content is about and who is behind it?

Site Speed: Does your mobile site load in under 2.5 seconds on a typical 4G connection? AI search engines and assistants prioritize fast, high-performance sources.

Content Authority & Citations

These questions measure how clearly you demonstrate expertise and how easy it is for AI tools to quote you.

The “E-E-A-T” Test: Does your “About” or “Team” page clearly list the credentials, experience, and expertise of your key authors, subject matter experts, and leadership?

Natural Language Headlines: Are your article headlines written as real questions your members and stakeholders actually ask (for example, “How do I…”, “What is the best way to…”) rather than only clever or creative titles?

Direct Answers: Do your key pages and flagship resources include a “Summary,” “Key Takeaways,” or “In Short” section that an AI assistant can easily extract as a concise answer and citation?

The “Live” AI Test

These questions help you see how AI tools currently perceive and surface your organization.

Brand Association: Ask Perplexity: “What are the top 3 organizations for [your cause or niche]?” Does your organization appear in the top three results?

Source Quality: Ask ChatGPT: “Where can I find data on [your specific research topic]?” Does it link directly to your website or cite your publications?

Chapter/Event Visibility: Ask an AI assistant: “What are the best [your topic] events for professionals in 2026?” Is your flagship event or annual conference mentioned by name?

Accuracy: When an AI assistant mentions your organization, is the information about your mission, location, membership, and leadership actually correct and up to date?

Score Your Visibility

• 8–10 Points: AI Leader. You are ahead of the curve. You likely just need a focused strategic audit to keep up with algorithm shifts.
• 5–7 Points: AI Rising. You have a solid foundation, but you are losing traffic and attention to organizations that are more “AI-optimized.” A deeper course or coaching program can help close these gaps.
• 0–4 Points: AI Invisible. Your content is likely being ignored by the tools your members and stakeholders are using most. You need to prioritize AI search visibility as a strategic initiative.

What to Do Next

Use your score as a starting point for a deeper conversation about AI search visibility. Share the scorecard with your leadership team, marketing staff, and board, and identify 1–3 priority areas to improve in the next quarter.

If you would like a guided walkthrough or a strategic audit of your association’s AI search visibility, Cited & Seen offers programs specifically for mission-driven organizations.

Download the PDF Scorecard

You can download a printable, fillable PDF version of this scorecard to use in board meetings, staff retreats, or strategic planning sessions.

Download the AI Search Visibility Scorecard (PDF)