Northeast India
RAG & Knowledge Retrieval across Assam
Retrieval-augmented generation over your own documents, with citations, access control and measured answer quality. Covering every district and PIN code in Assam.
- Districts
- 23
- PIN codes
- 571
- Cities mapped
- 14
RAG & Knowledge Retrieval in Assam
Orqent Labs builds RAG systems where accuracy is measured against a labelled question set, so you know the number rather than trusting a vibe.
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 rag & knowledge retrieval earns its budget here usually follows directly from that mix.
Integration comes before intelligence. A model that cannot reach your systems of record is a demo with good manners. Six weeks to something running in production, not six quarters to a strategy document.
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
- Ingestion pipeline for your real document formats
- Chunking and embedding strategy tuned to your corpus
- Hybrid keyword plus vector retrieval with reranking
- Citations on every answer, traceable to the source page
- Permission-aware retrieval that respects existing access rules
- Retrieval quality benchmarked against a labelled question set
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.
RAG or fine-tuning?
RAG for knowledge that changes and must be cited; fine-tuning for style, format and task behaviour. Most production systems use RAG for the facts and light fine-tuning or few-shot prompting for the form.
How accurate will it be?
We build a labelled question set from your domain and report retrieval precision and answer accuracy against it. That number is the deliverable. We do not ship a system whose quality nobody has measured.
Can it respect our existing permissions?
Yes. Retrieval is filtered by the user's actual entitlements, so the assistant can never surface a document the user could not already open.
RAG & Knowledge Retrieval in Assam
Covering all 23 districts. Tell us what you are trying to change.
Or email bd@dtrasglobal.com · call +91 74118 77878