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Field notes for the search-to-shortlist era.

Commercial SEO, AI visibility, authority and the operating choices behind durable B2B demand.

B2B SaaS SEO in 2026: Win the shortlist, not just the click

A commercial SEO operating model for high-value SaaS: category demand, decision assets, authority, AI visibility and pipeline measurement.

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B2B
SEO
9 min

AEO agency vs SEO agency: choose the operating model, not the acronym

The right partner integrates technical SEO, commercial content, authority and AI visibility instead of selling duplicate retainers.

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GEO vs SEO: different surfaces, shared foundations

AI search adds new surfaces and measurement needs, but the operating foundations belong in one search programme.

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How to get your brand cited by ChatGPT

A practical guide to source eligibility, clear answers, entity consistency, independent evidence and monitoring.

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What is Answer Engine Optimization?

What AEO means, how it relates to SEO and which parts deserve a distinct measurement layer.

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SEO vs AEO vs GEO: one ecosystem, different outputs

A practical map of the acronyms and how to avoid building three teams around one commercial problem.

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AEO vs SEO: where the overlap ends

The foundations overlap heavily. The outputs, interfaces and measurement questions do not.

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Reddit, communities and the sources buyers trust

How authentic community participation can support research, reputation, search visibility and category authority.

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Apply the thinking

See how the search-to-shortlist model applies to your category.

Start with a six-search visibility teardown.