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AI &RAG

Building reliable AI products on your own data.

AI & RAG

2 min read

What is RAG — and when does your business actually need it?

Retrieval-augmented generation lets AI answer from your own documents instead of guessing. Here is how it works, where it shines, and the signs you are ready for it.

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Answers that cite the exact passageAI & RAG

4 min read

Why most company chatbots hallucinate — and how we built one that cites its sources

A behind-the-scenes look at AIVCJ Knowledge: hybrid retrieval, query planning, a grounding check on every answer, and two public test sets — including a blind one written the way real people type. Try it live on sample HR, product and GST documents, or your own PDF.

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