AI visibility for b2b saas is whether an assistant names you when someone asks a question like “best <category> software for a team of 20”. It is decided by whether the engine can read your site and whether you are in the pages it retrieves — both are checkable, and the first is fixable from inside the site.
Four shapes of question decide AI visibility in b2b saas: best-for, alternatives-to, cheapest, and for-a-situation. The lines below are the kind an assistant hears every day; replace the brackets with your market.
An assistant answering those questions retrieves pages and names the companies in them. For b2b saas the pages it retrieves are usually:
A site that is not in those sources is not in the answer, however well it reads. A site that cannot be read is not in them either — and that part is checkable.
B2B SaaS sites are most often built on Next.js, Vercel, Webflow. The checks they fail most are the ones that come with that:
What the agent does here: runs the 23 checks on your pages, switches on the fixes it can apply from inside the site — AI crawlers allowed in robots.txt, Organization schema in every page, a sitemap, /llms.txt — writes the answer-first opening and the search description for your approval, and counts every AI visit page by page so you see which questions already bring an engine to you.
The longer guide for b2b saas →
Questions of four shapes: best-for, alternatives-to, cheapest and for-a-situation. For b2b saas that means lines like “best
G2 and Capterra category pages and reviews; comparison roundups ("best X in 2026") on SaaS blogs; Reddit threads in r/SaaS and the category's subreddit; the vendors' own pricing and comparison pages. Being in those sources matters as much as the site itself.
text is present without javascript — marketing sites built as React apps often render the product copy client-side — the fetcher sees a shell. comparison pages in your category mention the brand — the roundups name the incumbents; a newer product is absent from the material the answer is built from. structured data matches the visible text — a SoftwareApplication schema with a product name no visitor sees.
Server-render the homepage, pricing and comparison pages — the three AI reads most. Publish an honest comparison page naming the alternatives buyers ask about. Get the G2/Capterra listing current; it is cited more than your site.
The free page check runs the 23 checks on your public pages — the ones above, measured on yours.