Enterprise SEO expert · AI SEO & discoverability
Curious about
search.
Driven by
discovery.
Hi, I’m Manikandan Nagappan — an enterprise and AI SEO expert in Chennai. I explore how brands get found, from search engines to citable AI answers, and turn what I learn into practical ideas, frameworks and experiments.

A curious human. Agentic SEO by day. Solo explorer by weekend.
Ideas into practice
Inside my search lab.
A space for the enterprise SEO and AI SEO questions I’m investigating, the agentic workflows I’m building and the lessons along the way.
The content audit
I wanted to build.
One URL and one topic go in, nine connected stages run—crawling, entities, n-grams, semantic analysis and an AI assistant probe—and a 17-slide report comes out. I tested it on my own article and tracked what happened in Search Console.
See the AI content audit system ↗Project notes: what I’m exploring
The working idea brings page and competitor crawling together with entity extraction, phrase analysis and semantic comparisons. The goal is a clearer, evidence-based view of content gaps. The diagram is a simplified view; the full write-up walks through every stage, the sample report and the early Search Console signal.
Questions I’m testing: Which gaps matter to the reader? Where do overlapping signals add confidence? How can recommendations become useful, prioritised edits?
Browse all experiments ↗From the notebook
Practical thinking. Shared openly.
What your server logs can tell you about SEO
A practical route into crawling, bot activity and hidden technical issues.
Beyond keywords: investigating content quality
How my AI content audit system turns one URL and a topic into a 17-slide action plan.
Notes from a changing search landscape
Join the conversations I’m sharing with the SEO community on LinkedIn.
The person behind the work
Complex systems.
Clear explanations.
Endless curiosity.
I’m Manikandan Nagappan, an enterprise SEO consultant at TCS and an AI SEO specialist in Chennai. My work spans technical SEO at enterprise scale, content quality, and AEO/GEO—the changing ways people and AI assistants discover brands.
I like taking a complicated question, working through the evidence and making the answer useful to someone else. This website is where I share that process.
When I’m away from the search barI’m a bike rider who loves solo travel, usually singing along the way. Closer to home, I play chess, go stargazing whenever the sky is clear, and write Tamil love stories. Different hobbies, same habit: observe closely and tell the story well.
Read my Tamil love stories ↗