Approach & Company

A deeptech studio built for the hard part: deployment.

Plenty of teams can prototype with AI. The hard part is turning that into something an organisation can trust, run, and depend on. That's the part we've been built for since 2019.

How we work

One team, from strategy to live operations.

We run a disciplined path from problem to deployed system, with product management and deeptech engineering on the same team — so what ships actually works, and keeps working.

01

Discover

The real problem, the value at stake, and what "done" looks like — before any build.

02

Architect

The right models, retrieval, agents, sensors, and guardrails for your constraints.

03

Build

Production engineering, not demos — tested, observable, ready to operate.

04

Govern & deploy

Traceability and the controls regulated environments demand, built in.

05

Operate

We stay accountable after launch — measuring value, improving in production.

Who we are

XSData Factory · since 2019

XSData Factory Pvt Ltd is a deeptech AI and IoT engineering company based in Chennai, Tamil Nadu, India. Founded in 2019, we design, build, and deploy production-grade AI systems — and we hold ourselves to the standard of the regulated, operations-heavy environments we build for.

Over six years our work has spanned agentic AI, GenAI and RAG, AI governance, and AIoT. It is anchored by our own forensic AI governance platform, AXON, and a portfolio of systems engineered end to end — proof, not slideware, of what we deliver.

  • Established 2019 — six years building real AI systems, not a launch-week startup.
  • Deeptech by default — we go deep where it counts, not wide where it doesn't.
  • Governance first — traceability and rigour are designed in, not bolted on.
  • Product, not projects — we own outcomes and ship to production.
  • Honest engineering — we tell you what's real, what's risky, and what we recommend.
  • Patent-pending methods — original deeptech IP behind our governance work.
What anchors our work

Rigour you can point to.

6Years engineering AI (since 2019)
4Platforms engineered end to end
14Patent-pending methods (filed)
E2EStrategy to live operations