AI Strategy

How Many Prompts Do You Actually Need? A Grounded Take on GEO Measurement

A wave of GEO tools and consultants are telling brands the same story. Track thousands of prompts across every LLM, every day, forever, or you’re invisible in AI search. The pricing follows the pitch. Dashboards with prompt counters ticking upward. Alerts for every fluctuation. Subscriptions that scale with prompt volume, which quietly means the vendor […]

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Prompt Math: Why AI Search Reporting Is More Complicated Than Rank Tracking

For most of the history of search marketing, measurement started with a relatively straightforward relationship: a person entered a query, a search engine returned a ranked set of results, and we measured whether our page appeared. There were always complications. Results varied by location, device, personalization, search history, and eventually Google’s increasingly sophisticated understanding of

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How Many Prompts Do You Actually Need? A Grounded Take on GEO Measurement

A wave of GEO tools and consultants are telling brands the same story: you need to track thousands of prompts across every LLM, every day, forever — or you’re “invisible” in AI search. The pricing follows the pitch. Dashboards with prompt counters ticking upward. Alerts for every fluctuation. A subscription that scales with prompt volume,

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The New Economics of Web Crawling: A Framework for Selective Content Ingestion

The era of indiscriminate web crawling is ending. As infrastructure costs mount and legal frameworks tighten, both search engines and AI companies are shifting from “crawl everything” to “crawl selectively.” This transformation, catalyzed by initiatives like Cloudflare’s Pay Per Crawl and growing resource constraints, demands that content creators optimize for crawl-worthiness or risk digital invisibility.

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What Gets Scored Gets Implemented: The Hidden Purpose of Google’s Agentic Scorecard

Google has an extraordinary ability to reshape the architecture of the internet without ever issuing a single corporate mandate. It doesn’t force compliance; it simply builds a dashboard. For over two decades, every major evolution of the web has followed the exact same script: Google introduces a metric, the industry debates the technical details, and

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Emotifacts

Emotifacts are the unit of content where feeling and fact are inseparable, why the agentic web makes it essential, and how a copywriter and a taxonomist finally have to build it together We coined the word emotifact in passing, and it has been carrying more weight than a passing definition can hold. This is its

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The Familiarity Paradox: Why AI Still Favors Goliath While Craving David

For years, we were told AI would democratize discovery. The promise sounded almost revolutionary. Smaller brands would finally have a chance to compete on merit rather than on marketing budgets. Boutique hotels could surface ahead of giant chains because they deliver more memorable experiences. Startups could outrank incumbents because their products solved problems better. Hidden

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