The long-form thinking behind the work
Deep dives written for SaaS founders, marketing leaders and growth teams making decisions about where to invest their visibility efforts. Grounded in client work, not theory.
The SaaS Guide to Successfully Navigating the Shift to AI Search
Search has not died. It has divided, and most SaaS brands are only playing one side. Buyers are using AI platforms and traditional search in the same research journey, often before a sales team knows they exist. Treating AI search as a replacement for SEO fails, and so does bolting on a few GEO tactics. This white paper is the framework for the hybrid strategy that captures both.
What's inside
Why SEO is the prerequisite, not the alternative
The technical signals that matter for AI retrievability, and what AI crawlers actually measure versus what your analytics tracks.
How AI search actually works
Tokens, embeddings, vector retrieval, RAG and query fan-out explained accurately and without the hype.
The hybrid strategy, step by step
Content structure, topical authority, entity consistency, information density and freshness, built on a solid SEO foundation.
Measurement that reflects reality
A reporting framework built around share of voice, brand presence and pipeline outcomes rather than traffic metrics.
The SaaS buyer in the age of AI search
How technically sophisticated buyers research and shortlist software now, and why your G2 profile is an AI visibility strategy.
Symphonic thinking across platforms
Why single-channel thinking is the wrong model, and how to build presence across the full ecosystem where opinions form.
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