Articles

Articles

Articles and views on growth, AI, and how modern commercial systems really work

Marketing

AI in Marketing

How AI changes GTM, buyer discovery, visibility, and marketing operations

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Why your SEO agency can't fix your AI visibility problem

SEO agencies optimise keyword authority. AEO requires entity modelling and retrieval architecture. These are structurally different disciplines, not an SEO extension.

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We're spending on AI content and revenue hasn't moved. Why?

High AI content volume with no pipeline impact is a structural problem. Generic AI output lacks the information gain AI retrieval systems require to cite it.

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Why isn't our brand showing up in ChatGPT even though we rank on Google?

Ranking on Google no longer guarantees AI citation. Entity clarity, not keyword authority, determines whether AI systems shortlist your brand.

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How to get cited by Google AI Overviews before your organic traffic collapses

Google AI Overview citation is governed by RAG retrieval, not keyword authority. If you fail the selection criteria, your organic traffic is already being redistributed to competitors who own the retrieval layer.

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Why is our AI-generated content hurting our rankings instead of helping?

Publishing AI-generated content at volume triggers Google's E-E-A-T evaluation and compounds authority floor decline. The fix is structural, not iterative.

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How do we map what AI models say about us — and what they're missing?

An AI visibility audit maps three dimensions — entity coverage, classification accuracy, and competitive displacement — not citation counts.

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How to conduct a B2B Marketing Audit in 2025 (47 steps + AI alternatives)

Most in-depth B2B marketing audits take 4-6 weeks and cost £10,000+. This guide shows you exactly how to do it yourself in 47 steps—or how AI can deliver the same insights overnight.

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The Rise of GTM Engineering: Why Your Business Needs This Competitive Advantage

GTM engineering isn't a person you hire - it's a systematic capability you build. Learn why mid-market B2B leaders are building revenue intelligence systems instead of hiring more SDRs.