System One Models: 6 Proven Rules for Faster AI Decisions
I asked a language model for a structured audit report and got back prose wearing a JSON costume. The fix was not a better prompt.
Journal 33
Blog
Field notes on agentic SEO, AI agents, and leading engineering teams. Written from real launches, not theory.
SEO Agent: 7 Proven Jobs and 3 Hard Limits
I run an SEO agent on my own site. Not a sandbox, not a demo account. It reads a query report, watches a fixed…
AI Answer Readiness: 7 Proven Checks That Get You Quoted
Most content audits hand you a number and leave you to argue with it. I built one that hands you the sentence instead.
GEO Visibility Score Drops: 7 Proven Causes to Check
Six of the seven things that move a GEO visibility score are measurement problems. Here is the order to check them in, and the…
AI Agent Budget Control: 5 Proven Rules to Stop Overspending
AI agent budget control means capping spend at three levels (agent, project, company), metering each paid action before it runs, matching cheap models to…
Google Preferred Sources: The Critical GEO Signal for 2026
Google Preferred Sources lets readers add your site as a preferred source, and Google then highlights you with a badge inside Search, Discover, AI…
How to Deploy AI Agents on Your Team in 5 Proven Steps
This is not a guide to building agents from code. It is a guide to putting agents to work on your team, in five…
AI Company Brain: How to Build One in 5 Steps
Quick answer: An AI company brain is a dedicated agent instance that lives in your team's chat, runs daily standups, tracks progress toward your…
How GEO Works: The Mechanics of AI Visibility in 2026
Quick answer: GEO (generative engine optimization) works by making your brand retrievable and quotable inside AI answers. AI engines decompose user prompts into multiple…
How Traditional SEO Works: 4 Pillars That Still Matter in 2026
Quick answer: Traditional SEO works through four pillars: crawling (can search engines find your pages), indexing (can they store and understand them), Core Web…
How AI Search Engines Work: A Technical Guide for SEO
Quick answer: AI search engines do not rank your page the way Google does. They take a user prompt, break it into multiple smaller…
Tech Leader in India: Lessons From 14 Years of Building Teams
Quick answer: Tech leadership in an Indian startup is not a bigger version of being a good developer. It means building psychological safety into…
Agentic SEO Services: What They Actually Include
Quick answer: A legitimate agentic SEO service includes continuous automated audits, autonomous monitoring that opens tasks, content agents with human approval, and AI visibility…
AI Product Manager vs Technical Program Manager: 5 Key Differences
AI Product Manager vs Technical Program Manager - same person, different work. I have been introduced as a technical project manager, a program manager,…
What Is Agentic SEO? A Complete Guide for 2026
What is agentic SEO? Agentic SEO is the practice of using AI agents to run SEO as a continuous, closed-loop system: monitor performance and…
GEO vs AEO vs Agentic SEO: 3 Critical Differences Explained
GEO vs AEO vs Agentic SEO are three different answers to three different questions. Understanding GEO vs AEO vs Agentic SEO is essential if…
llms.txt Guide: What It Is and How to Create One
This llms.txt guide explains everything you need to know about the proposed Markdown file that helps AI systems discover structured information about a website.…
GEO Tracking Experiment: 30 Days Across 4 AI Engines
GEO tracking is the practice of monitoring your brand across AI engines. I ran a 30-day experiment tracking sanjayshankar.me across ChatGPT, Claude, Gemini, and…