---
title: "AI Visibility - Sanjay Shankar M"
url: https://sanjayshankar.me/tag/ai-visibility/
site: Sanjay Shankar M
---

# AI Visibility - Sanjay Shankar M

- [Agent Harness: 6 Critical Parts Worth Checking First](https://sanjayshankar.me/agent-harness/) — An agent harness is everything around the model: the loop, tools, memory, permissions and budget. Six parts decide whether your SEO agent works or just reports. (2026-10-18)
- [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)
- [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)
- [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 GEO Works: The Mechanics of AI Visibility in 2026](https://sanjayshankar.me/how-geo-works-ai-visibility-mechanics/) — How GEO works under the hood: query fan-out, RAG retrieval, chunking, entity signals, and the citation factors that decide whether AI engines mention your brand. (2026-08-11)
- [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)
- [GEO vs AEO vs Agentic SEO: 3 Critical Differences Explained](https://sanjayshankar.me/geo-vs-aeo-vs-agentic-seo/) — GEO vs AEO vs Agentic SEO are three different concepts. Learn what each one means, how they differ, and which one your team should prioritize first. (2026-07-15)
- [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)