Blog · August 7, 2026 · By Ryan McDonald · 12 min read
Web-connected AI systems build answers about your company from earned media, journalism, press releases, partner sites, and reviews — not your homepage alone. What Muck Rack's 25M-citation study shows about which sources get cited, why the question determines the source mix, and a practical 90-day plan to close your AI visibility gap.
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Blog · July 21, 2026 · Updated July 26, 2026 · By Ryan McDonald · 17 min read
When buyers ask AI assistants to compare vendors or recommend solutions, your business is being summarized before the sales conversation begins. This article lays out the full benchmark framework: the seven dimensions of buyer-level AI visibility, the day-by-day 21-day process, the winnability ladder for contested positions, and how to prove corrections worked.
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Blog · July 26, 2026 · By Ryan McDonald · 8 min read
ChatGPT, Gemini, Claude, and Copilot sit on four different retrieval environments — and cite substantially different sources for the same question. Why one assistant recommends you while another has never heard of you, why the engines should be weighted rather than averaged, and why persona context must be transmitted rather than typed.
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From the Methodology library
The strategy hierarchy behind the benchmark — Offering → PMV → Target market → ICP → Persona → Scenario — and why most AI visibility failures occur at the PMV level.
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