North India
AI Search Implementation across Punjab
Search that understands intent, across your catalogue, documents and support content, measured on success rate. Covering every district and PIN code in Punjab.
- Districts
- 22
- PIN codes
- 527
- Cities mapped
- 22
AI Search Implementation in Punjab
Orqent Labs rebuilds search around what your logs show is failing, measured on success rate rather than on latency alone.
Punjab runs on agriculture and agri-machinery, textiles and hosiery, sports goods, light engineering and food processing, agri supply chains and SME manufacturing, where the practical win is workflow automation rather than frontier models. Where ai search implementation earns its budget here usually follows directly from that mix.
Every engagement opens with a measurement: the cycle time, the cost per transaction, or the error rate we are being asked to move. Six weeks to something running in production, not six quarters to a strategy document.
ਸਤ ਸ੍ਰੀ ਅਕਾਲ , Sat Sri Akaal. We work in Punjabi and English across Punjab.
Punjab coverage
- State / UT
- Punjab
- Region
- North India
- Districts covered
- 22
- PIN codes covered
- 527
- Cities mapped
- 22
- Working languages
- Punjabi, English
What is included
- Search log analysis to find what currently fails
- Hybrid keyword and semantic retrieval
- Typo tolerance and synonym handling for your vocabulary
- Faceting and filtering that matches how people browse
- Zero-result and abandonment tracking
- Relevance measured against a judged query set
Districts of Punjab
Every district has a coverage page listing its PIN codes.
- Amritsar47 PINs
- Barnala9 PINs
- Bathinda19 PINs
- Faridkot9 PINs
- Fatehgarh Sahib8 PINs
- Fazilka1 PINs
- Firozpur26 PINs
- Gurdaspur36 PINs
- Hoshiarpur51 PINs
- Jalandhar66 PINs
- Kapurthala21 PINs
- Ludhiana72 PINs
- Mansa9 PINs
- Moga20 PINs
- Mohali12 PINs
- Muktsar12 PINs
- Nawanshahr27 PINs
- Patiala28 PINs
- Ropar3 PINs
- Rupnagar21 PINs
- Sangrur21 PINs
- Tarn Taran9 PINs
Other capabilities across Punjab
Questions
Do you cover all of Punjab?
Yes, all 22 districts and 527 PIN codes. Delivery is remote-first, so coverage is genuinely statewide rather than limited to the cities we happen to have offices in.
Which Punjab sectors do you work with most?
Across Punjab the economy leans towards agriculture and agri-machinery, textiles and hosiery, sports goods, light engineering, food processing. Agri supply chains and SME manufacturing, where the practical win is workflow automation rather than frontier models.
Will semantic search replace keyword search?
No, hybrid beats either alone. Keyword handles exact codes and names precisely; semantic handles intent and paraphrase. Used together they cover each other's weaknesses.
How do you measure relevance?
A judged query set from your real search logs, scored before and after. That makes improvement a number rather than an opinion.
Can it search across multiple systems?
Yes, federated retrieval across your catalogue, documentation and support content, with permissions respected per source.
AI Search Implementation in Punjab
Covering all 22 districts. Tell us what you are trying to change.
Or email bd@dtrasglobal.com · call +91 74118 77878