We Checked 50 B2B SaaS Companies in ChatGPT, Claude, and Perplexity. Here's What We Found.

Your buyers are asking AI which tools to use. Most of the companies being asked about have no idea whether they’re showing up — or what the AI is saying about them when they do.

We ran a structured check across 50 B2B SaaS companies spanning six categories: CRM, project management, email marketing, analytics, customer support, and HR software. Each company was tested across ChatGPT (GPT-4o), Claude 3.5, Perplexity, and Gemini Advanced using the same five prompt templates. Here’s what we found.

The numbers are worse than you’d expect

Of the 50 companies we checked:

  • 62% were not mentioned at all in response to their primary category prompts (“what’s the best [category] tool for [their ICP]”)
  • 21% were mentioned but with outdated or inaccurate descriptions — old pricing, deprecated features, or positioning that no longer matched their current messaging
  • 11% appeared inconsistently — mentioned in some AI tools but not others, with no coherent narrative
  • Only 6% had strong, accurate, consistent visibility across all four AI systems

That last group — the 6% — didn’t get there by accident.

What separates the visible companies from the invisible ones

The companies with strong AI visibility shared three characteristics that the invisible ones mostly lacked.

They publish structured, decision-stage content. Not blog posts for blog posts’ sake — specific pages and articles that answer the exact questions buyers ask AI. “What’s the difference between X and Y?” “Is [tool] right for [company size]?” “How does [feature] work?” AI systems pull from this kind of content because it directly answers the prompts buyers submit.

They have third-party mentions with consistent language. Review sites, case studies on partner pages, guest posts, press coverage — content that isn’t on their own domain but describes them in specific, quotable language. AI models learn what a company does partly from how others describe it. If those external descriptions are vague, outdated, or contradictory, the AI either ignores the company or gets it wrong.

They update their positioning before it becomes stale. Several companies we checked had messaging on their own site that differed from what AI systems were saying about them. That gap exists because AI models are trained periodically — but the fix isn’t to wait for a model update. It’s to create enough new, correctly-positioned content that the next training cycle picks up the right description.

The categories where AI visibility matters most right now

Not every market has shifted equally. From our checks, these categories had the most AI-influenced buyer journeys in 2026:

  • CRM and sales tools — buyers routinely ask “what CRM should I use for a 20-person sales team” or “what’s the best alternative to [incumbent]”
  • Customer support / help desk — high volume of “how does [company] compare to Intercom / Zendesk” prompts
  • Email marketing and marketing automation — buyers ask for recommendations by use case, not by feature list
  • Analytics and BI — complex buying decisions where AI is increasingly used to shortlist before a demo

If your company is in one of these categories and you haven’t checked your AI visibility, that’s the starting point.

How to run your own check in 10 minutes

You don’t need a tool to do a basic audit. Open ChatGPT, Claude, and Perplexity in three tabs. For each one, run these prompts:

  1. “What’s the best [your category] tool for [your ICP]?”
  2. “What are the top alternatives to [your main competitor]?”
  3. “Tell me about [your company name] — what do they do and who is it for?”

Note whether your company is mentioned, what it says, and whether the description is accurate. That’s your baseline.

What you’re looking for: Are you in the list at all? Is the description current? Does the language match how you’d describe yourself to a good-fit buyer?

If the answer to any of those is no — that’s the gap.

What comes next

AI search visibility is not a one-time fix. The companies that maintain strong visibility treat it as an ongoing practice: publishing the right content, maintaining external mentions, and updating positioning before it drifts.

The good news is that most of your competitors haven’t started yet. The 6% with strong visibility today got there by moving early. That window is still open — but it won’t stay open indefinitely as more companies catch on.

If you want to know where your company stands, the AI Visibility Check on our homepage runs a quick spot-check against the same prompt templates we used in this study. It takes about two minutes and gives you a concrete starting point.