Recordya blog – AI, RAG and knowledge management in practice

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.

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.

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.

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.

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.

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.

Insights and inspiration from the Recordya team