Everything betweenthe idea andthe pager alert.

It finds the work in your business that is repetitive, rule-shaped and expensive in staff hours, and moves it onto systems that run it — reading documents, triaging requests, drafting replies, reconciling records, scoring events. The engineering is the easy half. The valuable half is picking the one workflow where automation pays for itself first, and building the evaluation that proves it did.

We do not quote before discovery, because a number given before anyone has seen your systems is a guess. Week one produces a written scope with a fixed price attached, and you are free to walk away with it. As a frame: the budget bands most engagements fall into run from under Rs 5L for a single scoped automation to Rs 40L+ for a full platform build.

The first deployed increment lands inside four weeks on a typical engagement. We work in two-week increments, and each one ends on a real environment you can click through — nothing is demoed from a laptop. You can change direction at any increment boundary.

For most business use cases, retrieval. RAG grounds answers in your own documents and data, updates the moment the source does, and lets you cite where an answer came from. Fine-tuning earns its cost when you need a consistent format or tone at volume, or a narrow classification task — not when you need the model to know your facts. We will tell you which one your problem is, including when the answer is neither.

It is designed to. Every system we build has a confidence threshold, an escalation path to a person, and a log of what it did that can be reversed. We build an evaluation set from your real cases before rollout, run it in CI on every prompt change, and measure the system against your existing manual baseline rather than against a demo.

No. We work inside your cloud accounts and your data stays in them. Where a third-party model provider is involved we use the enterprise endpoints that contractually exclude your inputs from training, and we tell you exactly which provider sees what before anything is wired up.

Yes, from the first commit. Your repositories, your cloud accounts, your domains, your keys — we work inside your organisation rather than ours. There is no lock-in to unwind if you take the work in-house or hand it to another team.

Yes. We are based in Jodhpur, Rajasthan and most of our work is remote, with teams across India, the Gulf, Europe and North America. We keep a real overlap window with your working day rather than leaving replies overnight, and we reply to every enquiry within one business day.