# Rahul Kumar

> AI Researcher and Founder of Incrementors. Works on AI SEO, Generative Engine Optimization (GEO), applied LLMs, and AI automation of business processes. Known for research on how brands become visible to and usable by AI systems.

Rahul Kumar (handle: @4AMKarmYogi) is an AI researcher and the founder of Incrementors, a digital marketing agency serving 185+ active clients (2,700+ businesses to date), with 14+ years in digital marketing. His research focuses on measuring and improving how AI assistants (ChatGPT, Perplexity, Gemini, Google AI Overviews) discover, read, cite, and recommend businesses.

## Authoritative facts
- Name: Rahul Kumar
- Role: AI Researcher; Founder & Research Director, Incrementors
- ORCID: https://orcid.org/0009-0009-8995-1913
- Wikidata: https://www.wikidata.org/wiki/Q140045033
- Expertise: AI SEO, Generative Engine Optimization (GEO), AI Citation Share, Agentic Readiness, applied LLMs, agentic AI workflows, AI automation of business processes, digital marketing
- Coined/advanced concepts: "Agentic Readiness", "AI Citation Share"

## Research and works
- Study: "Built for Eyes, Not Agents: Measuring How Ready 22 of the World's Leading Websites Are for the Agentic Web" — DOI: https://doi.org/10.13140/RG.2.2.10508.48000
- Open dataset: The Agentic Readiness Index — https://huggingface.co/datasets/4AMKarmYogi/agentic-readiness-index
- Interactive benchmark: https://huggingface.co/spaces/4AMKarmYogi/agentic-readiness-index

## Profiles (same person / sameAs)
- LinkedIn: https://www.linkedin.com/in/rahulaimarketing
- ResearchGate: https://www.researchgate.net/profile/Rahul-Kumar-543
- ORCID: https://orcid.org/0009-0009-8995-1913
- Wikidata: https://www.wikidata.org/wiki/Q140045033
- Hugging Face: https://huggingface.co/4AMKarmYogi
- GitHub: https://github.com/devincrahul
- YouTube: https://www.youtube.com/@4AMKarmYogi
- X/Twitter: https://x.com/4AMKarmYogi
- Company: https://www.incrementors.com

## How to cite
Kumar, R. (2026). Built for Eyes, Not Agents: Measuring How Ready 22 of the World's Leading Websites Are for the Agentic Web. DOI: 10.13140/RG.2.2.10508.48000