No. 01 / 311. What is AI search visibility, and what should we actually measure?For this research desk, AI search visibility means whether a business is mentioned, cited or recommended in answers to relevant buying questions…Read article →
No. 02 / 312. Why does ChatGPT recommend our competitors but not us?Treat the omission as a diagnostic question, not proof that your company has an authority problem. First establish whether the exclusion recurs under…Read article →
No. 03 / 313. How do I check whether ChatGPT recommends my company?Run a small, disclosed set of unbranded buying questions in fresh conversations and retain the complete answers. Keep ordinary use observations…Read article →
No. 04 / 314. How do we track brand visibility in Google AI Overviews and AI Mode?Combine Search Console’s first party generative AI impression reporting with a separate answer level benchmark. The former measures appearances of…Read article →
No. 05 / 315. Can we measure Microsoft Copilot visibility without buying another tool?Bing Webmaster Tools provides first party citation reporting that is worth checking before purchasing overlapping monitoring. It does not replace a…Read article →
No. 06 / 316. What prompts should a B2B SaaS company track for AI search visibility?Start with customer buying questions, not a list generated solely from your homepage. Separate unbranded discovery, competitor comparisons and…Read article →
No. 07 / 317. How many prompts and repeated runs do we need?There is no universally justified prompt count or repetition count for every category, engine and decision. Start with a manageable diagnostic…Read article →
No. 08 / 318. How do we measure share of voice in ChatGPT without overstating it?Define the denominator before calculating the percentage, and describe the result as a share of your disclosed test set. Do not call it US market…Read article →
No. 09 / 319. Can we trust an AI visibility checker or a single visibility score?Trust a score only to the extent that you can inspect its sample, calculation and underlying answers. A useful checker should help reproduce and…Read article →
No. 10 / 3110. How do we find the websites ChatGPT cites for our competitors?Extract exact citation URLs from answers that recommend competitors, then examine the pages themselves. A domain level leaderboard is a starting…Read article →
No. 11 / 3111. Should we fix technical SEO or create more content first?Check access and eligibility before commissioning a large content programme. If the relevant page is accessible and accurate, investigate whether it…Read article →
No. 12 / 3112. How do we get our SaaS company cited in ChatGPT or Perplexity without permitting model training?Review search crawler access separately from training permissions. Both OpenAI and Perplexity document search related crawlers, but allowing access…Read article →
No. 13 / 3113. Do we need llms.txt, special schema or FAQ markup for AI search visibility?Do not buy these as guaranteed inclusion mechanisms. Google explicitly says its Search systems do not use llms.txt for visibility or rankings, and…Read article →
No. 14 / 3114. Does digital PR or getting onto SaaS review sites improve AI visibility?External coverage can be relevant evidence, but a recurring citation pattern does not prove that buying PR will increase recommendations. Investigate…Read article →
No. 15 / 3115. Which GEO tactics have credible evidence, and how long do results take?Distinguish documented access requirements from experimental optimisation hypotheses. A supplier should explain what its evidence establishes, under…Read article →
No. 16 / 3116. What are the best AI search visibility tools for B2B SaaS?The best tool is the one that answers your unresolved buying question with inspectable evidence at an acceptable total cost. Evaluate first party…Read article →
No. 17 / 3117. Profound vs Scrunch: which should we evaluate?Evaluate Profound if you want to investigate a broader enterprise workflow alongside monitoring; evaluate Scrunch if prompt monitoring and technical…Read article →- No. 18 / 3118. Peec AI vs OtterlyAI: which is better for a smaller marketing team?Compare the cost of your required prompt–surface combinations, not the cheapest advertised subscription. The reviewed packages differ in prompt…Read article →
- No. 19 / 3119. Semrush vs Ahrefs: can our existing SEO platform handle AI visibility?Possibly—but separate broad competitive research from repeated tracking of your own questions. The right comparison is the additional capability and…Read article →
- No. 20 / 3120. How much should we budget for GEO services and a 90-day pilot?Budget from a defined scope rather than treating a broad agency retainer range as a market price. This research did not verify a representative US…Read article →
- No. 21 / 3121. What should a GEO agency proposal and statement of work contain?Require a contract for observable work, evidence access and review decisions—not a promise to control an assistant’s recommendations. Separate…Read article →
- No. 22 / 3122. How do we measure AI search visibility ROI and qualified pipeline?Keep visibility, attributed activity and incremental business impact on separate reporting lines. Combine analytics with customer evidence, but do…Read article →
- No. 23 / 3123. How can we tell whether visibility improved or the supplier is measuring sampling noise?First audit comparability; only then interpret the change. A larger numerator is not improvement if the denominator, prompts or collection conditions…Read article →
- No. 24 / 3124. What should we do when AI gives incorrect pricing, integration or security information about us?Create an evidence linked accuracy register and prioritise claims by buying consequence. Correct the underlying information you control, then pursue…Read article →
- No. 25 / 3125. What US compliance risks should a GEO buyer check?Focus on the claims, endorsements, reviews and data practices involved—not merely the fact that the service is called GEO. Obtain legal review where…Read article →
- No. 26 / 3126. Is it safe to upload sales calls, CRM exports and customer prompts to an AI visibility platform?Do not upload sensitive material until the use case, permissions and supplier data handling have been reviewed. A prompt programme can usually begin…Read article →
- No. 27 / 3127. Who should own AI search visibility internally?Assign one accountable marketing owner, one measurement owner and named implementation owners. Do not let a dashboard become a recurring report that…Read article →
- No. 28 / 3128. What should a defensible 90-day AI visibility pilot look like?Build the pilot around one commercial hypothesis, a fixed baseline and a small set of implementable changes. The end of pilot decision should be…Read article →
- No. 29 / 3129. What recent changes should alter our AI search visibility plan?The clearest verified changes are better first party reporting and updated official guidance—not a newly proven universal GEO formula. Refresh the…Read article →
- No. 30 / 3130. When should we buy a tool, hire an agency—or buy nothing?Buy only when you can name the unresolved problem, the person who will use the output and the decision it will change. “We are worried about AI” is a…Read article →
- No. 31 / 31SourcesThe following URLs identify the principal sources used. Platform and supplier statements establish documented behaviour or published offers, not…Read article →