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Ilia Markov

Senior Growth Marketing Manager
Ilia Markov photo.
Ilia is Meilisearch's growth manager, helping more people discover and adopt superior search technology. Ilia got an MBA from the University of Michigan before spending 10 years in B2B SaaS.

All articles by Ilia Markov

What is vector search? Complete guide [2025]

What is vector search? Complete guide [2025]

Understand what vector search is, how it works, its benefits and limitations, how to start implementing it, and more.

Ilia Markov
Ilia Markov17 Jul 2025
Personalized search: Deliver ultra-relevant results that convert

Personalized search: Deliver ultra-relevant results that convert

Learn what personalized search is, how it works, its benefits and challenges, where it’s used in modern digital experiences, and more.

Ilia Markov
Ilia Markov15 Jul 2025
How do you search in a database with LLMs?

How do you search in a database with LLMs?

Discover how do you search in a database with LLM using MCP, RAG, and SQL translation. Unlock fast, natural language access to your business data now!

Ilia Markov
Ilia Markov10 Jul 2025
Multimodal RAG: A Simple Guide

Multimodal RAG: A Simple Guide

Discover how multimodal RAG transforms search by unifying text, images, audio, and video. Learn to build smarter, human-like AI experiences today.

Ilia Markov
Ilia Markov08 Jul 2025
LlamaIndex RAG tutorial: step-by-step implementation

LlamaIndex RAG tutorial: step-by-step implementation

Build smarter AI search with LlamaIndex RAG. Learn step-by-step how to create, optimize, and scale reliable retrieval-augmented generation systems.

Ilia Markov
Ilia Markov03 Jul 2025
Fine-tuning vs RAG: Choosing the right approach

Fine-tuning vs RAG: Choosing the right approach

Explore the key differences between fine-tuning and RAG. Find out which approach best suits your needs and learn how to improve performance, accuracy, and cost.

Ilia Markov
Ilia Markov01 Jul 2025
How to implement search in Firebase

How to implement search in Firebase

Learn how to easily implement search in Firebase in this detailed and easy-to-follow step-by-step tutorial.

Ilia Markov
Ilia Markov26 Jun 2025
How to build a RAG pipeline: А step-by-step guide

How to build a RAG pipeline: А step-by-step guide

Learn how to build a RAG pipeline to boost AI accuracy, reduce hallucinations, and deliver reliable, real-time answers. Start building smarter AI today!

Ilia Markov
Ilia Markov24 Jun 2025
Full tutorial on how to design a search engine with Ruby on Rails

Full tutorial on how to design a search engine with Ruby on Rails

Learn how to easily build a search engine with Ruby on Rails in this actionable step-by-step tutorial.

Ilia Markov
Ilia Markov17 Jun 2025