June 10, 2026
Why ChatGPT doesn't recommend your SaaS (and what to fix this week)
Most SaaS brands are invisible in AI search. Here's the data and what to do about it.
By Nahuel Soria
Buyers don't Google "best project management software" anymore. They ask ChatGPT.
And ChatGPT doesn't recommend most SaaS brands, not because the products are bad, but because the content that AI systems use to form recommendations simply doesn't exist for those brands.
What AI search actually looks at
When someone asks an AI assistant for a software recommendation, the model draws on:
- Public content indexed before its training cutoff
- Real-time web search results (in the case of Perplexity and Gemini)
- Third-party review sites, comparison articles, and roundups
Your pricing page and feature list don't appear in these results. Your G2 reviews, your comparison articles, and your "alternatives to X" pages do.
The three gaps we see most often
After auditing hundreds of SaaS brands, these gaps show up in almost every invisible brand:
1. No comparison content. If you haven't published a "Brand A vs Brand B" page for each of your main competitors, you're invisible in the queries buyers use most: "best alternative to X", "X vs Y", "which should I choose".
2. No proof layer. AI systems are trained to recommend brands that have social proof: reviews on G2 or Capterra, mentions in roundups, expert citations. Without these, even a great product gets skipped.
3. No FAQ content. Buyers ask AI assistants questions like "how long does it take to implement X" and "what kind of team is X built for." If you haven't answered these directly on your site, you won't appear.
What to publish this week
If you do nothing else, publish these three pages:
- A "Brand vs Competitor" page for your #1 competitor, with a clear recommendation for who each product suits best
- A pricing page that includes what's included, what's not, and who it's for
- A FAQ page with 10 questions buyers actually ask AI assistants about your category
These three pages alone will put you ahead of most of your competitors.
Want to see exactly where your brand stands today? Run the free AI brand check: it asks the models live, with zero hints, and shows you exactly what they say about your brand.