GEO vs SEO: The Complete Guide to How They Differ
GEO (Generative Engine Optimization) is the practice of engineering content for citation and visibility inside AI-generated responses, while SEO optimizes content for traditional search engine...
Kurt is the CEO of Machine-like, the Managed Agent Operations platform.
Kurt Fischman
Founder, Machine-like
Articles by Kurt Fischman
Brand Visibility in AI Answers: What it Actually Means for Your Business Pipeline
Brand visibility in AI answers measures whether and how AI systems like ChatGPT, Gemini, and Perplexity include your brand when responding to user queries. Unlike traditional search rankings,...
Your Generic Schema is Useless: New Research on What it Really Takes to Get Cited by AI
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What is AI Search Optimization? A 2026 Guide for Business Owners
AI search optimization is the engineering discipline that structures digital content for citation by large language models and AI-powered search engines. It targets inclusion in synthesized...
Modular Knowledge Objects: Optimizing Content for the AI Era
A modular knowledge object is a discrete content unit architected for machine retrieval rather than linear reading. Modular knowledge objects restructure information into atomic, self-contained...
How AEO Rewires the Buyer Discovery Journey
Answer engine optimization (AEO) is a discipline that remaps buyer discovery from click-based funnels to AI-mediated surfaces where large language models, AI overviews, and answer engines compress...
Engineering Content for the Age of Algorithmic Literacy
Algorithmic literacy is the operational capacity to engineer content that satisfies both machine retrieval systems and human decision-makers. In an era where 40-50% of organic search traffic is...
How To Place AI Search in Your Funnel Without Wasting CAC
AI search is not a separate channel waiting for its own line item. It is an answer layer already draped across your entire funnel, shaping how buyers discover, compare, decide, and implement. This...
How to Evaluate AI Search as a Revenue Lever for Your Business
AI search is not a speculative technology bet. It is a revenue channel that intercepts natural-language intent, reduces discovery friction, and converts earlier in the buyer journey than...
Evolution of the Search Stack: From Blue Links to LLM Answers
The search stack has undergone a structural inversion. What began as a crawl-index-rank pipeline for sorting documents by link authority has become a retrieve-generate-cite pipeline for...
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