A brand can be named in a quick answer and omitted from a longer comparison. Before calling that a visibility loss, check whether you tested the same question under the same conditions. Semrush and Kevin Indig's June 30, 2026 study provides one reason to record reasoning settings separately.
The researchers ran 100 prompts across 20 buyer journeys through GPT-5.2 with minimal and high reasoning, producing 200 responses. They reported 25.6% overlap between cited domains, with more searches and citations in the higher-reasoning condition. Those are results from that model and test set, not a current benchmark for every ChatGPT mode or Canadian industry.
Why reasoning mode matters
In this sample, changing the reasoning setting changed the sources retrieved. That does not establish a formula for winning a current answer. It establishes a testing requirement: keep the question, model or interface, search availability, region, language and reasoning setting with the result.
For an SMB, this means "Do we show up in ChatGPT?" is the wrong question. Better questions are:
- Do we show up for early problem questions?
- Do we show up when the buyer compares providers, platforms, or service approaches?
- Do we show up when the prompt adds location, budget, timeline, or risk?
- Do cited pages send the reader toward a service, audit, booking, or contact path?
A better prompt baseline
Choose a small set of questions tied to real buyer decisions. The examples below are illustrative. Keep unbranded discovery questions separate from branded verification questions: naming MAXUOD in a prompt tests how the answer describes us, not whether it would have discovered us unaided.
| Stage | Example prompt pattern | What to record |
|---|---|---|
| Problem | "Why is my service page getting impressions but no leads?" | Whether your educational content or service category appears. |
| Exploration | "What should a Canadian SMB check before hiring an SEO/GEO consultant?" | Which criteria and competitors are named. |
| Comparison | "Compare SEO reporting, GEO reporting, and AI visibility tools for a small business." | Which sources support the answer and whether your pages fit any category. |
| Validation | "Is MAXUOD Digital a good fit for a Halifax business that needs SEO and AI search help?" | Whether public facts are accurate, sourced, and consistent. |
| Selection | "Who should I contact for a search visibility audit in Nova Scotia?" | Whether the answer names you, cites you, or routes to a lead path. |
What to fix when you disappear in deeper prompts
A missing mention does not diagnose weak content. Repeat the comparable test first and inspect the cited sources. Then review the existing page for a concrete omission—unsupported claims, unclear service scope or a missing answer to the buyer's question. Correct that reader problem; do not create a new page merely because one mode omitted the brand.
- Clarify entity facts. Make the brand name, location, service area, services, and contact path consistent across the website and public profiles.
- Add proof near the claim. Relevant process details, original examples and evidence help a buyer verify the claim; they are not a guarantee of inclusion in a deeper answer.
- Strengthen middle-funnel pages. Comparison, pricing factors, decision criteria, and audit workflow pages often matter more than another basic definition post.
- Connect articles to services. If AI cites a blog post, the page should make the commercial next step obvious without becoming a sales page.
- Track mode and context. Record the tool, setting, prompt, date, cited URLs, brand mentions, competitors, and answer quality.
What not to overread
Do not treat this study as a ranking factor list. Do not assume the same overlap will appear in every vertical. Do not build content only for a specific model setting. The practical takeaway is measurement discipline: one AI answer is not a report, and one visibility score is too blunt for a buyer journey.
For MAXUOD's workflow, this strengthens the case for a monthly prompt baseline alongside Search Console, Bing AI Performance, local profile checks, and lead-path data. The goal is not to win every prompt. The goal is to find where the business is misunderstood, absent, or cited without a path to enquiry.
Buyer questions
Can this replace Search Console?
No. Prompt sampling should sit beside Search Console, Bing AI Performance, analytics, local profile data, and lead-quality review.
Related reading and sources
Read next on MAXUOD
External references
Need a prompt baseline that is not guesswork?
MAXUOD can build a small buyer-stage prompt set, compare it with Search Console and Bing AI Performance, and turn the gaps into page and profile fixes.
