Dorota Owczarek

AI Product Lead
Dorota has been designing and developing software for over 10 years. As a Product Leader, she specialises in AI, language models and agentic systems, combining business and technical perspectives to effectively translate strategies into working solutions.
June 29, 2026
Technology
Classic RAG vs AI Agentic Search: What's the Difference and Which One Does Your Enterprise Actually Need?
Classic RAG retrieves passages and generates answers. AI Agentic Search plans, decomposes, reasons across sources, and iterates. For complex enterprise queries, the difference is everything. Here's what sets them apart.
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June 12, 2026
Technology
Why Keyword Search Fails in Enterprise Document Management - and What AI Agentic Search Does Differently
Keyword and full-text search return documents - not answers. AI Agentic Search retrieves relevant content and then reasons across it, the way an analyst would. Learn what that difference means in practice.
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October 8, 2025
Technology
AI without hallucinations: how language models + RAG are changing the approach to artificial intelligence in companies
RAG to sposób na AI bez halucynacji – zapewnia wiarygodne odpowiedzi, pełną kontrolę nad danymi i bezpieczne wdrożenia sztucznej inteligencji w firmie. Dowiedz się jak działa i jak go wdrożyć w organizacji.
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October 3, 2025
Technology
Company knowledge base – the key to effective information management
Find out why a company knowledge base is not just an IT tool, but the key to knowledge management, building intellectual capital and gaining competitive advantage.
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October 2, 2025
Technology
Company knowledge chatbot – does an AI chatbot answer better than Google Drive?
Discover how an AI chatbot turns documents into instant answers for your team.
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September 21, 2025
Technology
RAG: How Retrieval-Augmented Generation is changing knowledge management in companies
Find out how a RAG system connects language models with company documents, eliminating AI hallucinations and supporting decision-making processes securely.
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