The short version:
- Buyers ask AI “best tool for [job]” and get a short list. Your product is on it, or it never reaches the shortlist.
- For SaaS, AI leans on review platforms, comparison articles, and Reddit threads, not just your marketing site.
- The first step is to measure where AI names you across real buying questions, then fix the sources holding you back.
Why AEO matters for SaaS
Software buyers increasingly start with an assistant: “what is the best [category] tool for a small team?” The answer is a short list of products with reasons attached. If your product is missing, you are cut before the buyer ever reaches your pricing page. New to the idea? Start with what is AEO.
What software buyers ask AI
B2B buyers ask narrow, high-intent questions, and the answers name different tools at each stage:
- Category questions: “best project management software for agencies.”
- Comparison questions: “Tool A vs Tool B for remote teams.”
- Constraint questions: “CRM with a free tier and API access.”
A product can win comparison questions yet be absent when buyers are still learning the category. We break visibility out by buying stage so you see exactly where the gap is.
Where AI looks for SaaS products
Most of what AI repeats about a product comes from third-party sources. For SaaS that usually means:
- Review platforms like G2 and Capterra, where volume and recency both count.
- Comparison and “best of” articles in the publications AI cites for your category.
- Reddit, Hacker News, and community threads where practitioners recommend tools.
- Your own site and docs, clear enough for AI to understand what the product does and who it is for.
See where AI names your product
Paste your site URL. We'll run real buying questions across ChatGPT, Gemini, and Claude and show you where you stand, who AI names instead, and what to fix first. Free to run, no card needed. See how your report works or why Adacity.