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An AI agent use case library indexes candidate workflows by the work they contain, which is a different artifact from the ranked listicle the category keeps publishing. Every list in this category...
Aug 19, 2026/ recent · long reads
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Nothing about a deployed chatbot upgrades into an agent, which is why the promotion usually arrives as a rebuild disguised as a rename. A chatbot is scoped to a conversation: it matches an incoming...
Aug 18, 2026
Orchestration architecture describes the control layer that routes specialized agents through complex business workflows. Unlike single-agent systems that execute predefined scripts, orchestration...
Aug 14, 2026/ selected notes
All dispatches →01 / Workflows
Handoffs are a discipline, not an accident. Specialized agents operate reliably in isolation, but handoffs fail in production when orchestration treats state ownership as implicit rather than...
Aug 3, 2026
02 / Workflows
Agentification maturity is not measured by agent count. Start with one high-value workflow, establish guardrails and governance early, and transition ownership to the function that runs it.
Jul 29, 2026
03 / AI Agents
An AI agent maturity model for a business team is a staged framework that ranks how much work a business can safely hand to agents, and where along that path it currently sits. Most models split the...
Jul 27, 2026
/ the feed · everything we've published
Showing: GEO
Answer Engine Optimization (AEO) engineers content for citation inside AI-generated answers, while Search Engine Optimization (SEO) engineers content for ranking inside traditional search results....
Kurt Fischman · Apr 15, 2026
AI Search Traffic is 4.4x More Valuable Than Organic
Kurt Fischman · Apr 13, 2026
Knowledge graph presence is the structured, machine-readable footprint a brand maintains across public knowledge graphs like Wikidata and Google's Knowledge Graph. Unlike traditional SEO,...
Kurt Fischman · Mar 26, 2026
An llms.txt file is a markdown document placed at a website's root directory that provides large language models with a structured summary of the site's most important content. Unlike robots.txt,...
Kurt Fischman · Mar 26, 2026
Large language models disproportionately cite market incumbents because their training data, entity graphs, and retrieval pipelines are saturated with incumbent content. This structural advantage...
Kurt Fischman · Mar 24, 2026
ChatGPT does not rank pages. It retrieves, evaluates, and cites sources through a multi-stage pipeline that bears almost no resemblance to Google's link graph. This article documents the retrieval...
Kurt Fischman · Mar 24, 2026
Perplexity is not a search engine. It is a citation machine powered by a retrieval-augmented generation pipeline that selects, ranks, and attributes web sources in real time. Optimizing for...
Kurt Fischman · Mar 24, 2026
AI search optimization cost ranges from $0 (DIY with sweat equity) to $25,000+ per month (enterprise agency retainers), depending on scope, technical complexity, and competitive intensity. This...
Kurt Fischman · Mar 23, 2026
SEO is not dead, but the version of SEO that most teams are still practicing might as well be. Organic click-through rates have cratered, AI Overviews now cover more than 40% of informational...
Kurt Fischman · Mar 23, 2026
Summary: GEO (Generative Engine Optimization) is the practice of engineering your digital presence so that AI systems retrieve, cite, and recommend your brand when generating answers. This guide...
Kurt Fischman · Mar 23, 2026
Artificial intelligence optimization (AIO) is the practice of engineering digital content so that AI-powered search engines and large language models retrieve, cite, and recommend it when...
Kurt Fischman · Mar 19, 2026
Entity optimization is the practice of structuring digital content around disambiguated, machine-resolvable entities rather than keywords so that large language models and AI retrieval systems can...
Kurt Fischman · Mar 19, 2026
SEO, GEO, AEO, and AIO represent four distinct optimization disciplines targeting different surfaces of the modern search stack. SEO optimizes for ranked results. GEO (Generative Engine...
Kurt Fischman · Mar 19, 2026
AI search optimization for law firms is the practice of engineering a legal practice's digital presence so that large language models cite, recommend, and surface the firm when prospective clients...
Kurt Fischman · Mar 18, 2026
AI search optimization agency evaluation is the structured process of vetting whether a firm can actually engineer brand visibility inside LLM-generated answers, or whether it just renamed its SEO...
Kurt Fischman · Mar 18, 2026
An AI search visibility check is a diagnostic process that determines whether your website's content is retrievable, citable, and recommendable by large language models like ChatGPT, Gemini,...
Kurt Fischman · Mar 18, 2026
An AI search optimization agency is a specialized firm that engineers brand visibility inside LLM-generated answers, not traditional search results. Unlike freelancers or DIY approaches, an agency...
Kurt Fischman · Mar 17, 2026
An AI search optimization budget is the planned financial allocation a small or midsize business dedicates to earning visibility inside AI-powered answer engines like ChatGPT, Perplexity, and...
Kurt Fischman · Mar 17, 2026
Zero-click search is the growing phenomenon where search engines and AI systems answer user queries directly on the results page, consuming publisher content without generating a click-through....
Kurt Fischman · Mar 17, 2026
AI Overviews are Google's AI-generated summary answers that appear above traditional search results, and they now trigger on roughly half of all Google searches. This threshold fundamentally...
Kurt Fischman · Mar 16, 2026
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