Ina Koleva

Product Manager
Mistral AI
France

About

Ina Koleva is a Product Manager at Mistral AI, where she works on MCP integrations, builder tools, and enterprise search. Before joining Mistral, she worked at Databricks on market intelligence and competitive analysis across the data and AI landscape, helping teams understand how products and platforms stack up in a fast-moving market. Her work sits at the intersection of product strategy and applied AI infrastructure, with a particular focus on making enterprise data more accessible and useful for AI systems.
Talk

Ina Koleva | Search over enterprise data with agents: Search Index vs LLM Wiki vs Agentic Search

Agentic Search, Context Management, Applied Ai
This session will break down what “search” actually means in the agentic era, in which retrieval is no longer a single lookup but a chain of reasoning over context. Ina Koleva will present a practical framework for choosing between three main search approaches—traditional indexes, large language model (LLM)-curated wikis, and fully agentic search—based on latency and accuracy requirements, as well as data format and scale.Choosing the wrong search architecture can cost enterprises speed, accuracy, or both. Drawing on hands-on experience in applied artificial intelligence (AI) and product management, Ina Koleva, Product Manager at Mistral AI, will explain different approaches to grounding agents in enterprise data.