By Steve Merrill, Founder of WRKNG Digital | November 3, 2026
How do you track whether your SaaS gets cited by AI?
You track it by running the same buyer questions through ChatGPT, Perplexity, Gemini, and Google AI Overviews and logging when your product name and link appear. Then you measure your citation share against competitors and watch for AI referral traffic hitting your site. Those two numbers tell you if the AI engines trust you yet.
This matters more every month. OpenAI says ChatGPT now has more than 800 million weekly users, and a growing slice of them ask it for software recommendations instead of searching Google.
Most SaaS teams have no idea if they show up. They guess. Here are seven ways to stop guessing.
1. Run manual prompt tests across every engine
Open ChatGPT, Perplexity, Gemini, and Google, then ask the exact questions your buyers ask. Something like "best project management tool for remote teams." Turn on web search in ChatGPT and watch whether your product gets named and linked. Run each prompt three times, because the answers shift every time. Keep a simple sheet: prompt, engine, cited yes or no, position in the answer.
2. Build branded vs unbranded prompt sets
Split your prompts into two piles. Branded prompts use your name ("is WRKNG good for X"). Unbranded prompts describe the problem with no brand ("tool to do X"). Getting cited on unbranded prompts is the hard win. That's where new buyers find you.
3. Use an AEO monitoring tool to automate the checks
Manual testing does not scale past a dozen prompts. Tools like Profound, Peec AI, and Otterly track hundreds of prompts across engines and log every mention and link for you. They turn a messy spreadsheet into a dashboard you can check on Monday morning. Perplexity, which Perplexity reports is now answering hundreds of millions of queries a month, cites its sources right in the answer, so it's one of the easiest engines to audit this way.
4. Track citation share against your competitors
Being cited once means nothing if your rival gets cited every time. Run the same 20 prompts and count how often each brand appears. If a competitor shows up in 7 of 10 answers and you show up in 2, you know exactly where you stand. That's 20% share against their 70%.
5. Watch referral traffic from AI engines in analytics
Citations drive clicks, and clicks show up in your analytics. In Google Analytics 4 or Similarweb, filter your referral report for chatgpt.com, perplexity.ai, and gemini.google.com. Rising sessions from those domains mean the AI engines are sending you real people, not just naming you.
6. Check your server logs for AI crawler hits
Before an engine can cite you, its crawler has to read you. Grep your server logs for OAI-SearchBot, PerplexityBot, and Google-Extended to see if the AI bots are actually fetching your pages. Google Search Central lists the official crawler names so you know what to look for. No crawl, no citation.
7. Track AI Overviews on your money keywords in Search Console
Google AI Overviews now sit on top of a huge share of searches, and getting cited there is pure visibility. Pull your top queries in Google Search Console, then search those terms yourself and note which ones trigger an Overview and whether your link is in the source panel. Do this for your ten highest-intent keywords first.
How We Chose This List
These are the seven methods we actually run for SaaS clients at WRKNG Digital, ranked from the fastest manual check to the deepest data pull. Every one gives you a number you can track week over week. No theory.
FAQ
Q: How do I know if ChatGPT cites my SaaS?
Ask ChatGPT the questions your buyers ask, with search on, and see if your name and link show up. Run each prompt a few times because answers vary. Then confirm it at scale with an AEO monitoring tool.
Q: Can I see AI referral traffic in Google Analytics?
Yes. Filter your referral report for chatgpt.com, perplexity.ai, and gemini.google.com. Those sessions are people who clicked a citation and landed on your site.
Q: What is citation share for a SaaS brand?
Citation share is how often an engine names you versus your competitors across the same prompts. Cited in 2 of 10 while a rival gets 7 of 10 means you hold 20% share and they hold 70%.
Q: How often should I track AI citations?
Check a core prompt set weekly and run a full audit monthly. Models update constantly, so a single snapshot goes stale fast.
Want us to build your citation tracking and fix the gaps so AI engines start naming your SaaS? See how we do it at WRKNG Digital.
