---
title: "Technical - Sanjay Shankar M"
url: https://sanjayshankar.me/category/technical/
site: Sanjay Shankar M
---

# Technical - Sanjay Shankar M

Deep dives into Technical systems design and software architecture. Practical engineering guides for building robust, scalable, and maintainable code.

- [SEO Agent: 7 Proven Jobs and 3 Hard Limits](https://sanjayshankar.me/seo-agent/) — An SEO agent automates audits, prompt monitoring and rank tracking. Here are the 7 jobs it does well, the 3 limits it cannot pass, and what it costs to run. (2026-09-28)
- [AI Answer Readiness: 7 Proven Checks That Get You Quoted](https://sanjayshankar.me/ai-answer-readiness/) — AI answer readiness is whether a machine can quote your page. Seven checks, every finding backed by the sentence that proves it, and no score anywhere. (2026-09-24)
- [System One Models: 6 Proven Rules for Faster AI Decisions](https://sanjayshankar.me/system-one-models/) — System one models return typed decisions instead of generated text. Six rules from a real app built on them, and four mistakes worth avoiding. (2026-09-24)
- [GEO Visibility Score Drops: 7 Proven Causes to Check](https://sanjayshankar.me/geo-visibility-score-drops/) — GEO visibility score dropped? Seven things move it, and only one is a real change in AI visibility. How to tell a measurement artifact from a trend. (2026-09-21)
- [AI Agent Budget Control: 5 Proven Rules to Stop Overspending](https://sanjayshankar.me/ai-agent-budget-control/) — AI agent budget control: how to cap spend at three levels, meter actions before they run, and stop AI agent costs from spiralling. (2026-09-10)
- [Google Preferred Sources: The Critical GEO Signal for 2026](https://sanjayshankar.me/google-preferred-sources-geo-guide/) — Google Preferred Sources: Google's new button lets readers pick your site in AI answers. Here is what it means for GEO and how to win it. (2026-08-21)
- [How to Deploy AI Agents on Your Team in 5 Proven Steps](https://sanjayshankar.me/how-to-deploy-ai-agents/) — How to deploy AI agents on your team in 5 proven steps: pick one workflow, set boundaries, keep a human in the loop, measure output, then scale. (2026-08-17)
- [AI Company Brain: How to Build One in 5 Steps](https://sanjayshankar.me/ai-company-brain-5-step-guide/) — AI company brain: how to build one for your startup. A 5-step guide with a free open-source kit covering standups, GTM tracking, reports, and team alignment. (2026-08-11)
- [How GEO Works: The Mechanics of AI Visibility in 2026](https://sanjayshankar.me/how-geo-works-ai-visibility-mechanics/) — I ran GEO tracking across four AI engines. Here is how retrieval, chunking and citation work, and which levers actually change your AI visibility. (2026-08-11)
- [How Traditional SEO Works: 4 Pillars That Still Matter in 2026](https://sanjayshankar.me/how-traditional-seo-works-pillars/) — How traditional SEO works under the hood: crawling, indexing, Core Web Vitals, and the quick wins that still drive rankings in 2026. (2026-08-06)
- [How AI Search Engines Work: A Technical Guide for SEO](https://sanjayshankar.me/how-ai-search-engines-work-technical-guide/) — How AI search engines actually work under the hood: query fan-out, RAG retrieval, chunking, the search indexes behind ChatGPT, Gemini, Claude, and Perplexity. (2026-08-04)
- [Agentic SEO Services: What They Actually Include](https://sanjayshankar.me/agentic-seo-services-what-they-include/) — Agentic SEO services should include 4 verifiable capabilities. Here is what to look for and how to tell real agentic SEO from rebranded retainers. (2026-07-28)
- [What Is Agentic SEO? A Complete Guide for 2026](https://sanjayshankar.me/what-is-agentic-seo-complete-guide-2026/) — What is agentic SEO and how is it different from GEO and AEO? A complete guide covering how AI agents evaluate content, the 5-layer loop, and real implementation examples. (2026-07-21)
- [GEO vs AEO vs Agentic SEO: 3 Critical Differences Explained](https://sanjayshankar.me/geo-vs-aeo-vs-agentic-seo/) — GEO, AEO, classic SEO and agentic SEO answer different questions. A plain comparison of what each optimizes for, with a table and when to use which. (2026-07-15)
- [llms.txt Guide: What It Is and How to Create One](https://sanjayshankar.me/llms-txt-guide-ai-crawler-optimization/) — Learn llms.txt guide, how it helps AI systems understand your site, and step-by-step instructions to create one for WordPress, Shopify, or any CMS. (2026-07-09)
- [GEO Tracking Experiment: 30 Days Across 4 AI Engines](https://sanjayshankar.me/geo-tracking-brand-across-ai-engines-30-days/) — Proven GEO tracking experiment across ChatGPT, Claude, Gemini, and Perplexity. Real data reveals how each AI cites brands differently. (2026-07-06)
- [How to Automate Technical SEO Audits with AI Agents](https://sanjayshankar.me/ai-agent-technical-seo-audits/) — Learn how to automate technical SEO audits using AI agents to eliminate manual spreadsheets, auto-create developer tasks, and cut audit times. (2026-06-23)
- [Agentic SEO: Why Rankings Are No Longer Enough in the Age of AI Search](https://sanjayshankar.me/agentic-seo-ai-search-2026/) — Agentic SEO connects AI visibility tracking, automated execution, and human collaboration into a single operating system for modern search. (2026-06-18)

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