A B2B SaaS company with stable page-one Google rankings that got zero citations in ChatGPT, AI Overviews, or Perplexity for its core category questions.
Last updated: July 2026Northline SaaS sells workflow automation software to mid-market operations teams. Their Google rankings for core category terms had been page-one stable for over a year, but internal tracking showed near-zero referral traffic from ChatGPT, Google AI Overviews, or Perplexity, all channels their prospects increasingly used to research software before ever visiting a company's site.
Across 14 tracked category questions, Northline was cited by zero AI systems at baseline, despite ranking top 5 on Google for the same terms.
Direct answers to target questions were typically buried 3-4 paragraphs into each article, past what AI extraction models reliably parse.
No Person or Author schema anywhere on the blog, weakening the E-E-A-T signals AI systems weigh when choosing what to cite.
Two lower-ranked competitors were being cited instead, both with answer-first formatting and visible author credentials.
There's no Search Console for AI citations yet. Tracking means manually querying ChatGPT, Google AI Overviews, and Perplexity with the same target questions monthly, and logging whether, and how, a brand gets cited. Northline now has that baseline where none existed before.
"We were ranking fine on Google and had no idea we were completely invisible in ChatGPT until Samar showed us the gap. Four months later, we're showing up in the exact conversations our buyers are having with AI tools."
By manually querying the target question in each AI tool and logging whether the brand's name, page, or link appears in the generated answer.
They held steady or improved slightly. Answer-first restructuring and schema additions generally help traditional rankings too, they don't trade one off against the other.
Typically 4-8 weeks, once the content is recrawled and re-indexed by the underlying retrieval systems these AI tools rely on.
Pricing questions are commonly answered by aggregator and review sites rather than vendor pages, that specific query needs a different content strategy, not just a rewrite.
Not yet as precisely, there's no official reporting tool. Manual tracking plus GA4 referral segmentation gives a directional, repeatable measure, not an exact science.
No, the same audit and restructuring approach applies to any informational content competing to be the source an AI system cites.
Start with a free AI citation check.
Technical, local, and AI search consultant, 5+ years working with UK home-improvement brands and US health, finance, and tech companies. More about Samar →