SEO vs GEO vs AEO vs AIO: The Definitive Breakdown
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 is the CEO of Machine-like, the Managed Agent Operations platform.
Kurt Fischman
Founder, Machine-like
Articles by Kurt Fischman
AI Search Optimization for Law Firms: Getting Found When Clients Ask AI for Legal Help
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...
How to Evaluate an AI Search Optimization Agency: The Questions That Separate Signal from Noise
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...
Is Your Website Invisible to ChatGPT? Here's How to Check
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,...
7 Signs You Need an AI Search Optimization Agency (Not a Freelancer or DIY)
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...
AI Search Optimization Budget: What Should an SMB Actually Spend?
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...
The Zero-Click Crisis: Why Your Best Content Gets Read but Never Clicked
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....
50% of Google Searches Now Have AI Overviews: What That Means for Your Business
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...
The AI Search Optimization Checklist: 25 Things to Fix This Month
An AI search optimization checklist is a structured, prioritized set of on-page and entity-level fixes designed to improve content visibility in AI-generated answers from ChatGPT, Claude, Gemini,...
How to Structure Content So AI Can Actually Use It
AI-ready content structure is the deliberate architectural design of web content so AI retrieval systems can extract, chunk, and synthesize individual passages. Unlike traditional SEO, which...
Get back tothe work of humans
Your work should be about creativity, solving problems, and building relationships.
Leave the machine-like tasks to us.