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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 agentic RAG? How it works, benefits, challenges & more

What is agentic RAG? How it works, benefits, challenges & more

Discover what agentic RAG is, how it works, the benefits, the challenges, the drawbacks, common tools used in agentic RAG pipelines & much more.

Ilia Markov
Ilia Markov12 Sept 2025
Adaptive RAG explained: What to know in 2025

Adaptive RAG explained: What to know in 2025

Learn how adaptive RAG improves retrieval accuracy by dynamically adjusting to user intent, query type, and context—ideal for real-world AI applications.

Ilia Markov
Ilia Markov10 Sept 2025
Speculative RAG: A faster retrieval-augmented generation

Speculative RAG: A faster retrieval-augmented generation

Discover how speculative RAG improves traditional RAG with faster drafts, smarter retrieval, and better performance for advanced AI workflows.

Ilia Markov
Ilia Markov04 Sept 2025
Corrective RAG (CRAG): Workflow, implementation, and more

Corrective RAG (CRAG): Workflow, implementation, and more

Learn what Corrective RAG (CRAG) is, how it works, how to implement it, and why it improves accuracy in retrieval-augmented generation workflows.

Ilia Markov
Ilia Markov03 Sept 2025
14 types of RAG (Retrieval-Augmented Generation)

14 types of RAG (Retrieval-Augmented Generation)

Discover 14 types of RAG (Retrieval-Augmented Generation), their uses, pros and cons, and more.

Ilia Markov
Ilia Markov02 Sept 2025
9 advanced RAG techniques to know & how to implement them

9 advanced RAG techniques to know & how to implement them

Discover 9 key advanced RAG techniques and learn which tools can help you implement them.

Ilia Markov
Ilia Markov21 Aug 2025
10 Best RAG Tools and Platforms: Full Comparison [2025]

10 Best RAG Tools and Platforms: Full Comparison [2025]

Discover 10 of the best RAG tools alongside their key features, pricing, pros and cons (based on real users), integrations, and more.

Ilia Markov
Ilia Markov19 Aug 2025
What is RAG (Retrieval-Augmented Generation) & how it works?

What is RAG (Retrieval-Augmented Generation) & how it works?

A complete guide to RAG (Retrieval-Augmented Generation). Learn what it is, how it works, the different RAG types, the components of a RAG system & more.

Ilia Markov
Ilia Markov14 Aug 2025
What is search relevance: Everything you need to know

What is search relevance: Everything you need to know

Discover what search relevance is, why it matters for user experience and business outcomes, and how to improve it with practical strategies and insights.

Ilia Markov
Ilia Markov12 Aug 2025