The Field Notes · Page 2 of 8
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marketing tool sprawl
Separate SEO, Social and Content Tools Cost More Than You Think
Running SEO, social listening and content in separate tools traps insights where nobody acts on them. What fragmentation costs, and what a single loop changes.
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organic traffic decline
Organic Traffic Falling? The Story Is Answer Interception
Rankings hold, clicks fall. Why zero-click behaviour and GA4 misattribution mask stable visibility, and how to measure the traffic your analytics cannot see.
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answer engine optimisation
Answer Engine Optimisation: What It Is and How It Differs from SEO and GEO
A plain definition of answer engine optimisation, how it differs from SEO and generative engine optimisation, and what the work actually consists of in 2026.
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measure AI search visibility
How to Measure AI Search Visibility: The Metrics That Matter
Presence rate, citation share, recommendation rate, sentiment and accuracy: what each metric tells you, how big a sample you need, and how to avoid acting on noise.
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AI answer accuracy
How to Stop AI Answers Getting Your Brand Wrong
AI assistants describe your brand from third-party sources, not your website. How to find what they get wrong, correct the underlying signals, and keep the correction from decaying.
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AI citation retention
How to Stop Losing AI Citations You Have Already Won
Only about 30% of brands cited in one AI answer are still cited in the next. Why citations decay, how to tell drift from noise, and what holds a position once you have it.
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AI Overviews
Frustrated by Competitor AI Overview Visibility? Here's What's Actually Going On
Why competitors appear in Google's AI Overviews and your brand doesn't. The citation gap explained, its three measurable causes (trust architecture, content structure, topical depth), and a structured approach to closing it.
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GEO
Out-competed by arxiv.org in AI Answers: What Marketing Teams Do When the Citation Isn't a Competitor Brand
Your organic traffic is declining and the AI is citing arxiv.org, Wikipedia, or Reddit instead of your site. Why this pattern is different from losing to a competitor brand, how to diagnose it across ChatGPT, Claude, Google AI Overviews, and Perplexity, and the three plays marketing teams run in response.
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AI overview presence
Content Ranks Well but Missing From AI Overviews
Frustrated that competitors show up in AI overviews and you don't, even though your content ranks well in traditional search. Why ranking and AI presence diverge, how to diagnose it, and where CLEO fits.