What is Mukund Swaroop's background?

He is an engineering student and builder who started in AI automation and agent-building, explored D2C growth, and focused on B2B answer engine optimization. He works with tools like CrewAI, FastAPI, Docker, Kubernetes, Next.js, and the Hugging Face and Gemini ecosystems.

What does Mukund Swaroop write about?

He writes about generative and answer engine optimization (GEO/AEO), AI citation strategy, AI agents, automation systems, content systems, and B2B SaaS growth.

Where is Mukund Swaroop based?

Mukund Swaroop is based in India.

Dossier — Person

About Mukund Swaroop

The short version

Mukund Swaroop is the founder of monckai, an AI-visibility (GEO/AEO) agency that helps B2B SaaS founders get cited and recommended by AI engines such as ChatGPT, Perplexity, Claude, and Gemini. He is an engineering student and builder focused on AI agents, automation, and content systems.

I build systems. That's the through-line. I started by getting AI agents and automations to do useful work end to end, spent time learning how demand and growth actually happen, and landed on a specific problem worth owning: AI answer engines are quietly becoming the place buyers discover software, and almost nobody is engineering for it.

So I started monckai — a done-for-you AI-visibility agency for B2B SaaS. The job is to make a company the answer an AI engine gives when someone asks for the best tool in a category. That means engineering both the on-page entity signals and the off-site presence those engines trust, then measuring whether the citations actually show up.

The arc

01
Started
AI automation and agent-building — wiring up systems that do real work: CrewAI agents, n8n workflows, retrieval, and content pipelines.
02
Explored
D2C and growth — learning how demand actually gets created and where attention is moving, not just how software gets built.
03
Focused
B2B GEO/AEO — because AI answer engines are becoming where buyers discover software, and most companies are invisible there. That gap is the work.

What I know about

The topics I work in and write about — the same set an engine will find in this page's structured data.

Generative Engine Optimization
Answer Engine Optimization
AI search visibility
Large language model SEO
AI agents
Marketing automation
B2B SaaS growth
Content systems

How I build

I'm an engineering student, and I ship. Day to day I work with:

CrewAI
FastAPI
Docker
Kubernetes
Next.js
MERN
n8n
Gemini SDK
Ollama
vLLM
Hugging Face Transformers

I've also put work into open source, including prior Google Summer of Code applications on Google DeepMind and Sugar Labs-related projects. Looking ahead, I'm interested in a technology-analyst track (BlackRock Aladdin) alongside continuing to run monckai.

FAQ

About Mukund — FAQ

What does Mukund Swaroop do?: Mukund Swaroop is the founder of monckai, a done-for-you AI-visibility (GEO/AEO) agency that helps B2B SaaS founders get cited and recommended by AI answer engines like ChatGPT, Perplexity, Claude, and Gemini.
What is Mukund Swaroop's background?: He is an engineering student and builder who started in AI automation and agent-building, explored D2C growth, and focused on B2B answer engine optimization. He works with tools like CrewAI, FastAPI, Docker, Kubernetes, Next.js, and the Hugging Face and Gemini ecosystems.
What does Mukund Swaroop write about?: He writes about generative and answer engine optimization (GEO/AEO), AI citation strategy, AI agents, automation systems, content systems, and B2B SaaS growth.
Where is Mukund Swaroop based?: Mukund Swaroop is based in India.