Direct Answer
Crawl access, search eligibility, AI mentions, source citations, referral clicks, branded demand, and assisted conversions are different measurements. Combining them into one "AI visibility score" hides the actual failure and encourages the wrong fix.
Use a ladder. First confirm that the intended crawler and normal search systems can access the page. Then check index eligibility and source usage. After that, measure whether the brand is mentioned for stable buyer questions, whether anyone visits, whether branded demand changes, and whether qualified buyers convert. A gap between two levels is the diagnosis.
Source Note and Reporting Discrepancy
Bing's official February 2026 AI Performance preview documents total citations, average cited pages, grounding queries, page-level citation activity, and trends. Its 16 June update adds Intents, Topics, Citation Share, and Compare. Bing also states that citation counts do not indicate placement, authority, or the role of a page inside one answer.
Google's current official AI-features guide says AI Overview and AI Mode appearances and clicks are included in the overall Search Console Performance report under the Web search type. A 30 June TechRadar article says Google added a dedicated generative-AI report on 3 June. That specific claim conflicts with the current official guide and could not be confirmed in Google's documentation checked for this article. It is therefore not used as a confirmed platform feature here.
This discrepancy is exactly why metric definitions need source and date fields. Product reporting changes quickly, third-party descriptions can be early, partial, regional, or wrong, and dashboard labels may not mean what an analyst assumes.
Link Map
| Resource | Date | Measurement scope |
|---|---|---|
| Bing: AI Performance preview | 10 Feb 2026 | Citations, cited pages, grounding queries, URL activity, and trends. |
| Bing: New AI Visibility Insights | 16 Jun 2026 | Intents, topics, citation share, and comparison reporting. |
| Google: AI features and your website | Checked 13 Jul 2026 | AI-feature data included in the normal Web Performance report. |
| OpenAI: ChatGPT Search | Updated 13 Jul 2026 when checked | OAI-Searchbot eligibility, query rewriting, citations, and sources. |
| TechRadar: Track brand visibility | 30 Jun 2026 | Manual prompt logging and the unconfirmed Google-report claim. |
The Seven-Level Metric Ladder
| Level | Question | Evidence | It does not prove |
|---|---|---|---|
| 1. Crawl access | Can the intended bot fetch the page? | Robots, server logs, platform diagnostics | Indexing or citation |
| 2. Search eligibility | Can the page be indexed and shown with a snippet? | Search Console, Bing Webmaster Tools, rendered page checks | AI inclusion |
| 3. Source citation | Is a page referenced as a source? | Bing AI Performance, visible source links, repeat logs | Prominent brand mention or click |
| 4. Brand mention | Is the brand named in the answer? | Fixed prompt monitoring with saved conditions | Source ownership or accuracy |
| 5. Referral visit | Did someone click from an AI product? | Analytics referrer and landing-page data | Unclicked influence |
| 6. Branded demand | Are more people searching or navigating by name? | Search query and direct-visit trends | Single-channel causation |
| 7. Business outcome | Did discovery assist a qualified action? | CRM notes, forms, calls, proposals, revenue | Perfect attribution |
Diagnose the Gap Between Levels
- No crawl access: inspect robots rules, firewall or CDN blocks, status codes, rendering, and bot policy.
- Crawlable but not eligible: inspect canonicalization, noindex, duplication, thin intent, and technical Search requirements.
- Eligible but not cited: inspect relevance, clarity, freshness, evidence, and whether a better source already owns the question.
- Cited but not mentioned: improve entity clarity and whether the page connects the evidence to the brand without forcing it.
- Mentioned but not clicked: decide whether the answer completed the discovery job; improve the value of the next step.
- Clicked but not converted: audit intent match, trust, offer clarity, proof, mobile experience, and contact friction.
Each gap points to different work. Publishing more content will not fix a firewall block. Adding crawler access will not make an unsupported service page trustworthy. Increasing mentions will not repair a broken contact route.
Build the Small-Brand Dashboard
Keep the first version simple. Use one page with monthly rows and separate columns for technical health, cited URLs, repeated prompt mentions, AI referrals, branded queries, qualified leads, and notes. Add the source, collection method, and known limitation to every metric.
- Top commercial question set and last run date.
- Pages cited by Bing or observed in visible answer sources.
- Mention rate across repeated runs, not one screenshot.
- Referral sessions and landing pages, where referrer data exists.
- Branded query direction and direct navigation.
- Qualified calls or forms that mention ChatGPT, Google AI, Copilot, Perplexity, or another assistant.
- Corrections, source conflicts, and content changes made during the period.
Use Prompt Tracking Carefully
Use a fixed set of buyer questions, stable wording, a declared region and language, and a consistent schedule. Record the product, model or mode when visible, search state, account state, date, answer, mention, citations, and source quality. Repeat enough times to see direction.
Do not call the result market share. It is a controlled observation of a selected prompt set. Models, retrieval, personalization, location, and interfaces can change. The log is most useful for diagnosing recurring omissions and source patterns.
Connect Metrics to Decisions
- Choose the commercial question and desired buyer action.
- Find the lowest failing level in the ladder.
- Make one intervention matched to that level.
- Record the date and affected URLs.
- Wait for a reasonable crawl and observation window.
- Review movement across the adjacent levels, not only the headline score.
Sources
- Bing Webmaster Blog: Introducing AI Performance (10 Feb 2026)
- Bing Search Blog: New AI Visibility Insights (16 Jun 2026)
- Google Search Central: AI features and your website (checked 13 Jul 2026)
- OpenAI Help Center: ChatGPT Search (updated 13 Jul 2026 when checked)
- TechRadar Pro: How to track your brand's visibility in AI search results (30 Jun 2026; reporting claim treated as unconfirmed)