Insights
Writing on the AI discovery layer.
Field notes from building AI visibility infrastructure for enterprise. Methodology, playbooks, and the unglamorous moves that compound.
Foundation
You can't win prompts you haven't named
Why The Brief — the deliberate, scored, version-controlled list of prompts you're optimising for — is the first artefact of a serious AEO programme.
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Foundation
AI can't cite what it can't verify
Inside the Verification Stack: how structured data, entity resolution, and the sameAs graph give AI the proof it needs to cite your brand.
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Foundation
AI can't read what it can't reach
The Access Layer — robots.txt, crawler permissions, render parity — and why most enterprise sites are quietly invisible to the bots that matter.
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Authority
You can't out-publish The Mention Graph
Why The Mention Graph — Reddit threads, G2 reviews, podcast transcripts — outranks owned content for AI citation, every time.
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Distribution
Your blog isn't where AI is reading
Why The Citation Surface — Substack, Medium, GitHub, dev.to, and the industry trades AI is structurally trained to weight — is the real publishing layer.
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Distribution
Indexing for Google isn't indexing for AI
Why The Indexing Layer — Bing Webmaster Tools, the AI Performance dashboard, IndexNow, and Google Search Console for AI Mode — is the cheapest, fastest AEO win nobody is running.
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Distribution
The buyer's first stop is AI, not your site
Why The Agent Layer — AI tool directories, Custom GPTs, MCP servers, and the discovery surfaces below the URL — is where buyers find you before they find your website.
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Authority
AI cites people, not just brands
Why The Trust Chain — author entities, topical clusters, and the schema linking people to expertise to content — is what makes every mention count for more.
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Measurement
Measuring AEO without making things up
Why The Proof Layer — the five metrics, the rolling averages, the reporting cadence, and the attribution model that survives a board meeting — is what stops AEO from becoming the next line item finance cuts.
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