BY INDUSTRY

AI visibility for B2B SaaS companies

Software buyers increasingly ask an AI assistant to shortlist and compare tools before ever visiting a vendor site, a review platform or a demo call.

Questions buyers ask AI assistants in this category

  • What’s the best [category] software for a team of 50?
  • How does [Product A] compare to [Product B] for [use case]?
  • Is [Product] good for [a specific integration or workflow]?
  • What are the best alternatives to [Incumbent]?

Category leadership is decided earlier now

A prospect who gets a confident shortlist from an assistant may never search further. Whether a product makes that shortlist is increasingly decided before a human ever opens a comparison spreadsheet.

Review platforms often out-cite the vendor

G2, Capterra and similar review pages are exactly the kind of structured, comparison-friendly content models like to cite — a vendor whose own site lacks clear feature and pricing detail cedes that ground to third parties.

Pricing and comparison pages are direct inputs

A public pricing page and honest "us vs. them" content give a model concrete, citable facts to work with; vague "contact us for pricing" positioning gives it nothing to quote.