Northeast India
Custom Model Fine-tuning across Assam
Fine-tuned and distilled models for your domain, cheaper, faster and more consistent than prompting alone. Covering every district and PIN code in Assam.
- Districts
- 23
- PIN codes
- 571
- Cities mapped
- 14
Custom Model Fine-tuning in Assam
We always benchmark against the prompted baseline. If the tuned model does not clearly win on quality or cost, shipping it would be an expensive way to feel sophisticated.
Assam runs on tea, petroleum and natural gas, agriculture and handloom and silk, plantation and energy operations spread across difficult terrain, which makes remote monitoring and field-data capture the recurring need. Where custom model fine-tuning earns its budget here usually follows directly from that mix.
We start from the constraint, not the capability, what the system must never do, who signs off, and what happens when it is wrong. We hand over with runbooks, tests and a team that knows how it works, not a dependency.
নমস্কাৰ , Nomoskar. We work in Assamese and English across Assam.
Assam coverage
- State / UT
- Assam
- Region
- Northeast India
- Districts covered
- 23
- PIN codes covered
- 571
- Cities mapped
- 14
- Working languages
- Assamese, English
What is included
- Honest assessment of whether fine-tuning is warranted
- Training data curation and quality review
- LoRA or full fine-tune as the workload justifies
- Evaluation against the prompted baseline
- Inference deployment and cost comparison
- Retraining pipeline as your data grows
Districts of Assam
Every district has a coverage page listing its PIN codes.
- Barpeta22 PINs
- Bongaigaon14 PINs
- Cachar46 PINs
- Darrang26 PINs
- Dhemaji9 PINs
- Dhubri16 PINs
- Dibrugarh27 PINs
- Goalpara12 PINs
- Golaghat19 PINs
- Hailakandi19 PINs
- Jorhat30 PINs
- Kamrup73 PINs
- Karbi Anglong14 PINs
- Karimganj20 PINs
- Kokrajhar16 PINs
- Lakhimpur16 PINs
- Marigaon10 PINs
- Nagaon32 PINs
- Nalbari37 PINs
- North Cachar Hills7 PINs
- Sibsagar33 PINs
- Sonitpur42 PINs
- Tinsukia31 PINs
Other capabilities across Assam
Questions
Do you cover all of Assam?
Yes, all 23 districts and 571 PIN codes. Delivery is remote-first, so coverage is genuinely statewide rather than limited to the cities we happen to have offices in.
Which Assam sectors do you work with most?
Across Assam the economy leans towards tea, petroleum and natural gas, agriculture, handloom and silk. Plantation and energy operations spread across difficult terrain, which makes remote monitoring and field-data capture the recurring need.
Should we fine-tune?
Usually not first. Prompting and retrieval solve most problems more cheaply. Fine-tuning wins for consistent format, narrow domain style, and high-volume tasks where a smaller model can replace a larger one.
How much data do we need?
For LoRA on a narrow task, often a few thousand high-quality examples. Quality matters far more than volume. We review the dataset before training anything.
Can we own the model?
With open-weight base models, yes. You hold the weights and can run them on your own infrastructure indefinitely.
Custom Model Fine-tuning in Assam
Covering all 23 districts. Tell us what you are trying to change.
Or email bd@dtrasglobal.com · call +91 74118 77878