West India
RAG & Knowledge Retrieval across Gujarat
Retrieval-augmented generation over your own documents, with citations, access control and measured answer quality. Covering every district and PIN code in Gujarat.
- Districts
- 27
- PIN codes
- 1,024
- Cities mapped
- 26
RAG & Knowledge Retrieval in Gujarat
Most RAG projects fail at retrieval, not generation, the model was fine, the right passage was never fetched. We benchmark retrieval separately, because that is where the accuracy actually lives.
Gujarat runs on chemicals and petrochemicals, pharmaceuticals, textiles, diamonds and gems and ports and shipping, process industry at scale, where predictive maintenance and compliance reporting carry the clearest return. Where rag & knowledge retrieval earns its budget here usually follows directly from that mix.
We build the smallest thing that proves the case, put it in front of real users, and expand only what earns its keep. We hand over with runbooks, tests and a team that knows how it works, not a dependency.
નમસ્તે , Namaste. We work in Gujarati and English across Gujarat.
Gujarat coverage
- State / UT
- Gujarat
- Region
- West India
- Districts covered
- 27
- PIN codes covered
- 1,024
- Cities mapped
- 26
- Working languages
- Gujarati, 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 Gujarat
Every district has a coverage page listing its PIN codes.
- Ahmedabad77 PINs
- Amreli34 PINs
- Anand56 PINs
- Banaskantha28 PINs
- Bharuch36 PINs
- Bhavnagar41 PINs
- Dahod15 PINs
- Gandhi Nagar36 PINs
- Jamnagar48 PINs
- Junagadh50 PINs
- Kachchh57 PINs
- Kheda51 PINs
- Mahesana45 PINs
- MORBI1 PINs
- Narmada13 PINs
- Navsari39 PINs
- Panch Mahals27 PINs
- Patan20 PINs
- Porbandar11 PINs
- Rajkot52 PINs
- Sabarkantha46 PINs
- Surat94 PINs
- Surendra Nagar30 PINs
- Tapi1 PINs
- The Dangs4 PINs
- Vadodara78 PINs
- Valsad34 PINs
Other capabilities across Gujarat
Questions
Do you cover all of Gujarat?
Yes, all 27 districts and 1,024 PIN codes. Delivery is remote-first, so coverage is genuinely statewide rather than limited to the cities we happen to have offices in.
Which Gujarat sectors do you work with most?
Across Gujarat the economy leans towards chemicals and petrochemicals, pharmaceuticals, textiles, diamonds and gems, ports and shipping. Process industry at scale, where predictive maintenance and compliance reporting carry the clearest return.
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 Gujarat
Covering all 27 districts. Tell us what you are trying to change.
Or email bd@dtrasglobal.com · call +91 74118 77878