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Capabilities

AI and digital services.

Five clusters, one substrate. Everything here rests on retrieval, evaluation and systems that hold state correctly — which is why we can do all of it well rather than some of it loudly.


06 — Programmes

Programmes

A programme is not a project. Where a whole sector needs the same continuing engagement rather than a scoped build, we run it under its own name.

BrokerHive — virtual CTO for stock brokers

An assigned engineer on the estate, a scheduled infrastructure review, and a development team when building beats buying. For tier 2 and tier 3 broking houses.

Broking houses carry the technology obligations of a much larger firm on a fraction of the headcount, and the binding constraint is the trading session rather than the document corpus — nothing changes on a live system inside market hours, so the estate usually needs attention before any model does. That is a different engagement from anything in the five clusters above, which is why it has its own page.

Before you pick one

Most of these overlap. If you are not sure which applies, the shortest route is a scoping call — but there is reading first if you would rather form your own view.

Our notes from the build cover the parts that decide whether any of this works: why chunking beats model choice in most retrieval systems, what an evaluation harness actually has to contain, where voice pipelines break on Indian code-switching, and what DPDP and RBI ask of a system that calls an external model. Engagement models explains how the work is structured and paid for, the FAQ covers cost, timelines, IP ownership and data residency, and what AI development costs in India sets out what moves the number.

If you would rather start from your sector than from a service, three of them have their own pages, because the constraints differ more than the technology does: AI for banking and financial services, where the binding requirement is provenance and refusal; AI for logistics and supply chain, where it is per-field extraction accuracy on documents nobody designed to be read by a machine; and AI for media and advertising, where most of the win is in version control and approval routing rather than generation.

Not sure which of these you need?

Tell us what you are trying to build. We will tell you honestly whether we are the right team for it, and what it would realistically take.

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