South India
RAG & Knowledge Retrieval across Kerala
Retrieval-augmented generation over your own documents, with citations, access control and measured answer quality. Covering every district and PIN code in Kerala.
- Districts
- 14
- PIN codes
- 1,417
- Cities mapped
- 18
RAG & Knowledge Retrieval in Kerala
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.
Kerala runs on healthcare, tourism and hospitality, IT services, spices and plantation agriculture and marine products, a health system with unusually high documentation standards, and a tourism sector that runs on multilingual customer contact. 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.
നമസ്കാരം , Namaskāram. We work in Malayalam and English across Kerala.
Kerala coverage
- State / UT
- Kerala
- Region
- South India
- Districts covered
- 14
- PIN codes covered
- 1,417
- Cities mapped
- 18
- Working languages
- Malayalam, 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
RAG & Knowledge Retrieval by city in Kerala
Districts of Kerala
Every district has a coverage page listing its PIN codes.
Other capabilities across Kerala
Questions
Do you cover all of Kerala?
Yes, all 14 districts and 1,417 PIN codes. Delivery is remote-first, so coverage is genuinely statewide rather than limited to the cities we happen to have offices in.
Which Kerala sectors do you work with most?
Across Kerala the economy leans towards healthcare, tourism and hospitality, IT services, spices and plantation agriculture, marine products. A health system with unusually high documentation standards, and a tourism sector that runs on multilingual customer contact.
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 Kerala
Covering all 14 districts. Tell us what you are trying to change.
Or email bd@dtrasglobal.com · call +91 74118 77878