VBRO Technology
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AI chatbots, WhatsApp automation and workflow agents — See the reference architectures we deploy.

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AI & automation

RAG & Knowledge Assistant Development

Your documents, answerable.

Retrieval-augmented generation is how you get an assistant that knows your business without training a model. The quality lives almost entirely in the retrieval, which is where most implementations under-invest.

How we scope it

We start by mapping the process as it actually runs, exceptions included, because the exceptions are usually why the packaged product did not fit. That produces a build order — what is costing you now goes first — and an estimate we are willing to be held to.

If the honest answer is that an off-the-shelf product would serve you better, or that this does not need building yet, we will say so. That conversation costs us a project occasionally and saves the relationship every time.

What is included

  • Document ingestion from drives, wikis and PDFs
  • Chunking and retrieval tuned on your content
  • Answers with source citations
  • Permission-aware retrieval so staff see only their data

Need rag & knowledge assistant development?

Tell us what you are trying to achieve. We will tell you what it would take — including if we are not the right fit.

Where we work

582 cities across 19 countries.

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