Author

Author profile

Sandeep Singh

Co Founder of Lumenario, Over 15 years of experience in Growth marketing, Product and Business in Healthcare,FMCG,Media, D2C and SAAS.

143
Articles publishedof 143 in the library
12
Topics coveredAcross published contributions
Nov 102026
Latest article updatePublished content

About

Background

Co Founder of Lumenario, Over 15 years of experience in Growth marketing, Product and Business in Healthcare,FMCG,Media, D2C and SAAS. Passionate about building platforms that help CMOs reduce dependency on paid media. His focus area is "As a CMO , how do I ensure my brand remains relevant in an agentic world"

Topics covered

Publication record

Published Articles 143

All articles

143 articles.

[ Technical AEO and Data Structuring ]

Brand Entities, Attributes, and Relationships

How Indian B2B leaders can model their brand as entities, attributes, and relationships to drive consistent content, better SEO, and AI-ready data across CMS, CRM, CDP, and analyt…

12 min read
[ Generative Search and AI Platforms ]

How ChatGPT Finds Brand Information

Executive guide for Indian B2B leaders on how ChatGPT learns about brands from public web signals, and how to manage AI-driven reputation and risk.

12 min read
[ Generative Search and AI Platforms ]

How Perplexity Chooses Sources

Understand how Perplexity AI selects and cites sources, where it can misfire, and what Indian B2B leaders can do to manage risk and visibility.

[ General ]

The Hallucination Problem: Why AI Gets Brands Wrong

For Indian B2B leaders, hallucinations are not just an AI quirk. They are a brand and compliance risk driven by weak content architecture. Learn why models misstate brand facts an…

[ Technical AEO and Data Structuring ]

What Is a Brand Knowledge Graph?

Learn what a brand knowledge graph is, why it matters in an AI and search-driven world, and how Indian B2B leaders can turn products, people, and proof points into machine-readabl…

12 min read
[ AEO Fundamentals ]

What Is Answer Engine Optimization (AEO)?

Confused by AI answers at the top of Google or ChatGPT? Learn in plain English what Answer Engine Optimization (AEO) is, how answer engines pick which sites to cite, and what this…

9 min read
[ AEO Fundamentals ]

Why SEO Is Becoming Answer Optimization

Understand why Google, ChatGPT, and Bing now show AI-style answers, what “answer optimization” means, and simple habits Indian users can follow when searching and posting online.

9 min read