East India
RAG & Knowledge Retrieval across Odisha
Retrieval-augmented generation over your own documents, with citations, access control and measured answer quality. Covering every district and PIN code in Odisha.
- Districts
- 31
- PIN codes
- 922
- Cities mapped
- 16
RAG & Knowledge Retrieval in Odisha
A RAG system that cannot cite its source is a liability. Every answer we ship points back to the page it came from, so a reader can verify in one click.
Odisha runs on steel and metals, mining, aluminium, ports and handloom, heavy industry, where safety monitoring and predictive maintenance carry direct cost impact. Where rag & knowledge retrieval 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.
ନମସ୍କାର , Namaskāra. We work in Odia and English across Odisha.
Odisha coverage
- State / UT
- Odisha
- Region
- East India
- Districts covered
- 31
- PIN codes covered
- 922
- Cities mapped
- 16
- Working languages
- Odia, 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 Odisha
Every district has a coverage page listing its PIN codes.
- Angul30 PINs
- Balangir30 PINs
- Baleswar51 PINs
- Bargarh25 PINs
- Bhadrak37 PINs
- Boudh11 PINs
- Cuttack59 PINs
- Debagarh5 PINs
- Dhenkanal22 PINs
- Gajapati15 PINs
- Ganjam80 PINs
- Jagatsinghapur28 PINs
- Jajapur39 PINs
- Jharsuguda16 PINs
- Kalahandi26 PINs
- Kandhamal22 PINs
- Kendrapara30 PINs
- Kendujhar43 PINs
- Keonjhargarh1 PINs
- Khorda60 PINs
- Koraput31 PINs
- Malkangiri9 PINs
- Mayurbhanj66 PINs
- Nabarangapur15 PINs
- Nayagarh23 PINs
- Nuapada7 PINs
- Puri28 PINs
- Rayagada18 PINs
- Sambalpur28 PINs
- Sonapur8 PINs
- Sundergarh59 PINs
Other capabilities across Odisha
Questions
Do you cover all of Odisha?
Yes, all 31 districts and 922 PIN codes. Delivery is remote-first, so coverage is genuinely statewide rather than limited to the cities we happen to have offices in.
Which Odisha sectors do you work with most?
Across Odisha the economy leans towards steel and metals, mining, aluminium, ports, handloom. Heavy industry, where safety monitoring and predictive maintenance carry direct cost impact.
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 Odisha
Covering all 31 districts. Tell us what you are trying to change.
Or email bd@dtrasglobal.com · call +91 74118 77878