India · Custom models · Private inference

Custom LLM training in India

Laxnarlabs is an enterprise AI studio in India. We train language models on your data, evaluate them against a held-out truth set, and deploy inference you control. You own the weights. We do not rent you a prompt on someone else's API and call it a product.

What “LLM training company” should mean

Most search results for LLM training companies in India are implementation firms that wrap GPT-4 or Claude, or large SIs that staff a chatbot project. That is useful work. It is not training. If the model lives on a vendor endpoint and you cannot take the weights with you, you bought access, not a model.

Laxnarlabs trains. Fine-tunes, compact domain models, and custom reasoners sit on a corpus you provide. The output is a model artifact, an eval suite, and a production path: VPC, on-prem, or on-device. That is the same standard we hold on laxnar.ai, our own edge-AI research product.

Who this is for

Companies in India (and teams that need data residency here) that cannot put claims, shop-floor video, contracts, or patient-adjacent text through a public chatbot. Banks, insurers, manufacturers, diagnostics, and operators with a workflow that is too specific for an off-the-shelf model. If your problem is “add ChatGPT to the website,” we are the wrong lab.

How a training engagement runs

  • Discover. The actual decision the model must make, the data you have, and the risk if it is wrong.
  • Design. Architecture, data recipe, and a go / no-go eval bar before GPU time is spent.
  • Train and evaluate. Iterative runs. Failure cases are first-class, not buried in a leaderboard score.
  • Ship. Private inference in your environment, with monitoring and a handoff your engineers can own.

Typical first step is a 6–8 week pilot: one workflow, one eval set, a model you can put in front of users. A quarter-scale build adds production inference and integration. A lab retainer is for teams that will keep shipping models, not a one-off prototype.

India-built, globally serious

Training and inference can run where your compliance team requires. Laxnarlabs is registered in India. Work is founder-led, with a studio bench staffed per engagement. The product you buy is the model and the system around it, not a parked bench of eight juniors on your account.

If you need a named overview of the company, read About Laxnarlabs. For capability detail, see custom AI models. Direct answers: FAQ.