A relevant product missed the buyer shortlist.

The buying problem

An appointment-software supplier had a relevant workflow on its website. The research asked whether a buyer describing that need, without naming the brand, would encounter the product in an AI-generated shortlist.

What we checked

One newly written buying scenario was checked in one web-search query and in fresh ChatGPT and Gemini sessions. Both AI answers were retained as text. This was an initial research slice, not a complete audit or a reproduction of a customer's original question.

What the evidence showed

Both assistants named alternatives and neither named the target product in the captured answer. The supplier's site already had a relevant industry page, so recommending another similar article would have ignored an existing asset.

That finding supports a closer look at product facts and query fit. It does not explain why the product was omitted or establish its visibility across a market.

The recommended change

Verify the actual appointment workflow and make the existing page specific enough for a buyer to evaluate.

• Distinguish collecting a preferred time, staff confirmation and reserving a live calendar slot.
• Verify supported integrations, rescheduling and conflict handling through a product demonstration.
• Clarify those verified facts on the existing use-case page, link it from the product page and keep the product name consistent.
• Repeat the original question and add closely related needs and a brand-fact question.

Where the work stands

The initial check and proposed page changes were documented. The product was not login-tested, no website changes were made, and no post-change result or sales outcome was recorded.