AI, ML & Data Science
Generative AI & LLM Development
Chatbots, assistants and knowledge tools built on large language models — grounded in your own documents and data.
Chatbots, assistants and knowledge tools built on large language models — grounded in your own documents and data.
Large language models are powerful but generic. The value comes from connecting them to your knowledge — policies, product manuals, past tickets, contracts — so answers are specific, current and cite their sources.
We build retrieval-augmented generation (RAG) systems with access controls, evaluation suites and guardrails, and choose between hosted models and self-hosted open models based on your data-privacy requirements and cost.
Chatbots, assistants and knowledge tools built on large language models — grounded in your own documents and data.
Examples of problems this capability solves for our clients.
Answer customer and employee questions from your own documentation.
First drafts of reports, proposals and summaries for human review.
Ask questions across thousands of files and get cited answers.
A staged approach that proves value early and keeps risk under control.
We confirm the business problem, the data available and how success will be measured before any model is chosen.
A time-boxed prototype on your real data shows what accuracy and impact are achievable.
Secure APIs, integration with your applications, automated testing and human-in-the-loop controls.
Drift, accuracy and cost are tracked in production, with scheduled retraining and reviews.
Straight answers to what clients ask us most.
No. We configure providers that do not train on your data, or deploy open models inside your own infrastructure.
Answers are grounded in retrieved documents, cite sources, and are tested against an evaluation set before release.
AI projects usually draw on several of these disciplines together.
Systems that understand images and video — from document reading to face verification and live video analytics.
Understand, classify and summarise text and speech at scale — in English, Hindi and other Indian languages.
Take models from notebooks to reliable, monitored production services — with repeatable training and safe releases.