If your B2B SaaS business is missing from ChatGPT answers about your category, a competing product or a specific problem, begin with the pages a buyer sees while making a choice. Product pages, comparison pages, help articles and blog posts all play a part in explaining what you actually offer.
Read those pages as someone who has never heard of you would. Can they get to the page? Can they work out what you sell without opening five other tabs? Is there anything behind the claims? And could a short excerpt answer a buyer’s question on its own?
| What to check | What it means in practice | A common problem |
|---|---|---|
| Access | The page is public, crawlable and indexable | Important information sits behind an app or an interaction |
| Clarity | The product, user and job are explained directly | A reader has to infer what the company actually does |
| Evidence | Important claims have context or support | The page makes promises without a source, method or example |
| Extractability | A passage can answer a question on its own | The answer is spread across a headline, tabs and feature cards |
Start at the beginning
Before changing the copy, make sure the page can be found and read. It should open without a login, return a successful HTTP response and make its main content available in the rendered HTML. If the useful part appears only after a click, inside an app or after a client-side request, it is much easier to miss.
Before moving on to the copy, check that:
robots.txtand page-level robots directives allow search access where intended.- The primary content is visible without a client-side request or interaction.
- The canonical URL, sitemap and internal links all identify the page you want to represent the topic.
If you want content considered for ChatGPT Search, OpenAI says to allow OAI-SearchBot.openai-search
While you are there, look for mixed signals. The canonical URL, sitemap and internal links should point to the same version of the page. Two almost identical pages on one topic rarely help anyone; they mostly make the site harder to read.
A buyer should not have to decode the headline
Buyers often arrive with a fairly ordinary question: “Could this help my team?” A headline like “AI-native content intelligence” does not answer it. Say who the product is for, what they are trying to do and how the product helps. Plainly.
For TextRank, that explanation could be: “TextRank reviews a page against a customer question and the competitor sources cited by AI models. It highlights the sentences, concepts and sections that need work.” That is enough for a reader to decide whether it is relevant. It gives a model a complete thought, too, instead of a pile of product slogans.
Put this near the top of a product or comparison page. Name the user and the work they have in front of them. If there are limits, say so. A narrowly useful sentence is usually better than a grand one that could describe anything.
At a minimum, the page should make clear:
- who uses the product;
- what they are trying to do;
- what the product does for them;
- what the result includes, measures or does not cover.
Claims need something behind them
“Advanced content analysis” does not give a buyer much to go on. “Audits individual sentences and sections against a chosen customer prompt and cited competitor sources” does. The second sentence may be less flashy, but a buyer can actually judge it.
The same goes for scope and outcomes. If a feature is limited to a plan, audience or workflow, put that information next to the claim. When you cite a result, include the date, source or method. Otherwise the number hangs in the air and the reader has to guess whether it applies to their situation.
| Claim | Too vague | More useful |
|---|---|---|
| Product capability | “Advanced content analysis” | “Audits individual sentences and sections against a chosen customer prompt and cited competitor sources.” |
| Scope | “Built for growth teams” | “Designed for SEO, content, demand generation and founder-led B2B SaaS teams.” |
| Method | “AI-powered recommendations” | “Compares content fit separately for GPT, Gemini and Claude, then prioritises what to add, rewrite or retain.” |
Your competition may not look like competition
The page competing with yours may be a consultant’s checklist, a documentation page or a short industry article. It may not belong to a software company at all. Search results around questions such as “Why is my company missing from ChatGPT search?” or “How does a ChatGPT content audit differ from keyword research?” tend to make that clear quickly.
Useful prompts usually reflect a real decision, for example:
- “What is AI visibility software for B2B SaaS?”
- “Why is my company missing from ChatGPT search?”
- “What should I look for in an AEO or GEO tool?”
Read those pages before borrowing their format. Some are useful because they define the problem well. Others earn trust by showing their methodology. Your page might only need a small FAQ, a worked example or a clearer first paragraph. Resist the urge to add every possible section just because another site has it.
Do not rewrite the whole site at once
Pick one page and one buyer question, improve it, then look again. You will learn far more from that than from a blanket rewrite across the site.
Keep a short record of each review:
- the buyer question and page you worked on;
- what changed on the page;
- which sources appeared in the answer before and after the change.
TextRank compares a page with the sources models cite for a chosen question and flags places where the explanation is thin or incomplete.
You do not need to turn every page into a complete guide to AI visibility. Help the right person answer the question they came with, give them evidence where it matters, and make sure they can reach the page in the first place.
SOURCES & NOTES
Sources
- OpenAI: ChatGPT Search explains how publishers can allow
OAI-SearchBotand clarifies how this access works. ↩