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Mumbai, Maharashtra

RAG & Knowledge Assistant Development in Mumbai

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.

Why Mumbai is different

Mumbai buyers are unusually specific about compliance and uptime, and rightly so: a great deal of the money in the country moves through systems built here. Our work in the city leans towards correctness under concurrency — the kind of engineering where two simultaneous operations must never both succeed.

How we work with Mumbai businesses

Delivery is cloud-based and remote by default, so a business in Mumbai gets the same product, onboarding and support as anyone else — nothing to install locally and nothing to maintain on site. What distance changes is the conversation, so discovery, demos and support run in your working hours.

We scope before we quote. If the honest answer is that you do not need this built yet, or that an off-the-shelf product would serve you better, 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 in Mumbai?

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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