https://gregshevchenko.com/ First-party research and notes on AI Search visibility, AEO/GEO, ContentOS, marketing agents, and agentic engineering. en Wed, 20 May 2026 14:00:00 GMT https://gregshevchenko.com/research/mcp-stack-token-economy/ https://gregshevchenko.com/research/mcp-stack-token-economy/ Wed, 20 May 2026 11:30:00 GMT A local-first open-source implementation of Anthropic's Code Execution with MCP pattern — measured 75.5% context-token reduction with 100% task success on a 12-task dogfood eval. Works with Claude Code, Codex, Cursor, and Windsurf. en https://gregshevchenko.com/research https://gregshevchenko.com/research Sun, 17 May 2026 09:07:00 GMT The canonical research layer for AI citation behavior, AI Search visibility evidence, and case synthesis. en https://gregshevchenko.com/writing https://gregshevchenko.com/writing Sun, 17 May 2026 09:07:00 GMT Notes and essays on AI Search, AEO/GEO, ContentOS, and marketing agents. en https://gregshevchenko.com/research/what-ai-systems-cite/ https://gregshevchenko.com/research/what-ai-systems-cite/ Sun, 17 May 2026 09:18:02 GMT A research synthesis by Gregory Shevchenko on what AI systems cite, based on a 158-publication audit, a public English adaptation, and a 150M-link Runet dataset. en https://gregshevchenko.com/research/ai-visibility-case-studies/ https://gregshevchenko.com/research/ai-visibility-case-studies/ Sun, 17 May 2026 09:37:35 GMT A cross-case synthesis of public AI visibility wins, including B2B SaaS, auto retail, real estate, industrial, and entertainment examples. en https://gregshevchenko.com/notes/how-to-structure-content-for-ai-citation/ https://gregshevchenko.com/notes/how-to-structure-content-for-ai-citation/ Sun, 17 May 2026 20:56:27 GMT A template for citation-ready pages: answer units, evidence blocks, schema, internal links, and proof loops. en https://gregshevchenko.com/notes/where-to-publish-for-ai-visibility/ https://gregshevchenko.com/notes/where-to-publish-for-ai-visibility/ Sun, 17 May 2026 21:23:00 GMT A founder distribution map for AI Search visibility: first-party authority pages, trust surfaces, social proof profiles, and entity consistency. en https://gregshevchenko.com/notes/seo-vs-geo-what-works-faster/ https://gregshevchenko.com/notes/seo-vs-geo-what-works-faster/ Sun, 17 May 2026 22:06:34 GMT A decision-ready comparison of SEO vs GEO for SMB founders: timelines, signals, surfaces, and what to do first. en https://gregshevchenko.com/notes/how-to-choose-an-aeo-geo-provider/ https://gregshevchenko.com/notes/how-to-choose-an-aeo-geo-provider/ Sun, 17 May 2026 22:23:22 GMT A buyer’s guide for founders: how to evaluate an AEO/GEO agency or vendor, what deliverables are real, what proof to demand, and what red flags to avoid. en https://gregshevchenko.com/notes/ai-search-for-dubai-and-uae-businesses/ https://gregshevchenko.com/notes/ai-search-for-dubai-and-uae-businesses/ Sun, 17 May 2026 22:53:57 GMT A UAE-focused founder checklist: multilingual entity consistency, local trust surfaces, and a weekly proof loop for AI answers. en https://gregshevchenko.com/notes/what-is-aeo-geo-for-smbs/ https://gregshevchenko.com/notes/what-is-aeo-geo-for-smbs/ Sun, 17 May 2026 10:06:57 GMT A founder guide to AEO, GEO, AI Search visibility, and how SMBs should adapt beyond classic SEO. en https://gregshevchenko.com/notes/marketing-agents-for-smbs/ https://gregshevchenko.com/notes/marketing-agents-for-smbs/ Sun, 17 May 2026 10:17:00 GMT Why SMBs need marketing agents as an execution layer once AI Search, distribution, measurement, and content operations outgrow manual work. en https://gregshevchenko.com/notes/ai-search-visibility-measurement/ https://gregshevchenko.com/notes/ai-search-visibility-measurement/ Sun, 17 May 2026 10:37:04 GMT A founder-level framework for measuring citation rate, answer context, source coverage, prompt set coverage, and downstream traffic from AI systems. en https://gregshevchenko.com/notes/contentos/ https://gregshevchenko.com/notes/contentos/ Sun, 17 May 2026 10:57:47 GMT What ContentOS is, how it differs from a content calendar or SEO brief, and why AI-era content teams need an operating system instead of a queue. en https://gregshevchenko.com/notes/agentic-engineering-for-marketing-teams/ https://gregshevchenko.com/notes/agentic-engineering-for-marketing-teams/ Sun, 17 May 2026 11:18:24 GMT How marketing teams can use Claude Code, Codex, Cursor, Windsurf, n8n, MCP, and proof loops without turning operations into prompt chaos. en