Move faster than the algorithm
AI Search and Growth Marketing — written for practitioners.
ChatGPT cited no Reddit threads across our 25 software-buying prompts, while Google AI Overviews cited Reddit in 12 of 21. What that means for your SaaS.
Of 33 published GEO results for SaaS we reviewed, only 6 came from the company itself. What the pipeline evidence shows, and how to test GEO yourself.
Of 12 \"best SaaS agency\" lists we checked, 10 ranked their own publisher first. A SaaS-specific scorecard for choosing a GEO agency, red flags included.
In our audit, 57% of the vendors AI engines named appeared only on qualifier prompts. How to build a SaaS prompt set and measure AI share of voice per engine.
SaaS content marketing still works, but how-to volume doesn't. Of 124 vendor blog citations in our AI buying-prompt audit, 122 went to decision content.
We checked 10 SaaS-focused agencies' own price pages: the median entry retainer is $4,000 a month. What GEO costs a SaaS company at each funding stage.
An AI Overview topped 21 of our 25 software-buying searches. Where AI Overviews hit SaaS pipeline by query type: how-to, best-of, pricing, and branded.
In our audit, alternatives pages drew 89 of 98 Perplexity citations on alternatives prompts. Here's what that means for SaaS comparison and alternatives pages.
Perplexity cited review sites in 14 of 25 software-buying answers in our audit, and ChatGPT in only 2. None of the engines cited a vendor's own review profile.
In our audit, ChatGPT ran price searches on 17 of 25 software prompts and quoted prices in 14 answers. What that means for your SaaS pricing page.
In our audit of 25 software-buying prompts, ChatGPT cited the vendor's own site for 64% of first-named vendors but only 24% of those named fourth or later.
Self-reported attribution sees more. At n8n, a post-conversion survey credited AI search with roughly 9% of conversions versus roughly 1% in GA4 last touch.
In our audit, 30.1% of ChatGPT's citations were SaaS pricing pages; Perplexity cited vendors' own best-of lists. The page-by-page playbook for each engine.
In our audit, three AI engines cited lists from 247 publishers, and only 4 were cited by all three. Here's how to get onto the \"best tools\" lists that count.
In our audit, 59% of the SaaS vendors ChatGPT named had no own-site citation. Five checks that explain why your product is missing from its shortlist.
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