Getting named by AI assistants
Notes on getting a B2B SaaS brand named by ChatGPT, Perplexity, Gemini and Google AI Overviews: what we test, what the data says, and our own visibility log.
AI visibility tracker, agency or done-for-you: what a small SaaS team actually needs
Trackers cost $29 to $95 a month, AEO agencies $500 to $12,000+. What each option actually does, who does the work, and how a 5 to 50 person B2B SaaS team should choose.
Does llms.txt work? What the logs say, and why we still ship one
Most llms.txt files are never requested, and Google says its AI features don't need them. Here is the data, who does read the file, and what moves AI citations instead.
What ChatGPT cites when buyers ask about AI visibility: 45 runs, 324 citations
We ran 15 buyer questions about AI search visibility through OpenAI's search API three times each and logged every citation. Vendors' own pricing and docs pages dominate tool queries, official docs dominate how-to queries, and Reddit never appeared.
Why ChatGPT recommends your competitor: 7 causes we check in every audit
When an AI assistant names a competitor and skips you, the cause is usually one of seven things. How to check each one in under an hour, in the order we check them.