Enterprise SEO · AI discoverability
Curious about
search.
Driven by
discovery.
Hi, I’m Manikandan. I explore how brands get found—from search engines to 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 questions I’m investigating, the workflows I’m building and the lessons along the way.
The content audit
I wanted to build.
My Content Quality Intelligence project explores how crawling, entities, n-grams and semantic analysis can help us understand what a page explains well—and what it misses.
Explore the thinking behind it ↗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. This is an evolving experiment; the diagram illustrates the intended workflow, not a validated performance claim.
Questions I’m testing: Which gaps matter to the reader? Where do overlapping signals add confidence? How can recommendations become useful, prioritised edits?
Follow the project on LinkedIn ↗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
Explore the questions behind my content-intelligence experiment.
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 practitioner at TCS, based in Chennai. My work and interests span technical SEO, content quality and the changing ways people 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 ↗