East India
Fraud & Anomaly Detection across Bihar
Detection systems tuned to the cost of a miss versus the cost of a false positive, because they are not equal. Covering every district and PIN code in Bihar.
- Districts
- 38
- PIN codes
- 862
- Cities mapped
- 21
Fraud & Anomaly Detection in Bihar
A fraud model tuned without reference to your investigation capacity will generate more alerts than your team can work, and the surplus is simply ignored.
Bihar runs on agriculture, food processing, education and retail and distribution, distribution networks and public service delivery across a very large rural base. Where fraud & anomaly detection 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. Six weeks to something running in production, not six quarters to a strategy document.
नमस्ते , Namaste. We work in Hindi and English across Bihar.
Bihar coverage
- State / UT
- Bihar
- Region
- East India
- Districts covered
- 38
- PIN codes covered
- 862
- Cities mapped
- 21
- Working languages
- Hindi, English
What is included
- Hybrid rules-and-model scoring, because rules encode known fraud well
- Real-time decisioning within your latency budget
- Case management for investigators
- Explanations attached to every flagged decision
- False-positive rate tuned against investigation capacity
- Feedback loop from confirmed outcomes
Districts of Bihar
Every district has a coverage page listing its PIN codes.
- Araria11 PINs
- Arwal1 PINs
- Aurangabad(BH)23 PINs
- Banka12 PINs
- Begusarai27 PINs
- Bhagalpur24 PINs
- Bhojpur36 PINs
- Buxar26 PINs
- Darbhanga38 PINs
- East Champaran38 PINs
- Gaya39 PINs
- Gopalganj19 PINs
- Jamui11 PINs
- Jehanabad15 PINs
- Kaimur (Bhabua)9 PINs
- Katihar19 PINs
- Khagaria13 PINs
- Kishanganj7 PINs
- Lakhisarai7 PINs
- Madhepura13 PINs
- Madhubani37 PINs
- Munger9 PINs
- Muzaffarpur39 PINs
- Nalanda25 PINs
- Nawada25 PINs
- Patna62 PINs
- Purnia19 PINs
- Rohtas30 PINs
- Saharsa13 PINs
- Samastipur34 PINs
- Saran48 PINs
- Sheikhpura5 PINs
- Sheohar1 PINs
- Sitamarhi25 PINs
- Siwan34 PINs
- Supaul20 PINs
- Vaishali30 PINs
- West Champaran18 PINs
Other capabilities across Bihar
Questions
Do you cover all of Bihar?
Yes, all 38 districts and 862 PIN codes. Delivery is remote-first, so coverage is genuinely statewide rather than limited to the cities we happen to have offices in.
Which Bihar sectors do you work with most?
Across Bihar the economy leans towards agriculture, food processing, education, retail and distribution. Distribution networks and public service delivery across a very large rural base.
How do you reduce false positives?
By tuning the threshold against your actual investigation capacity, adding context features, and feeding confirmed outcomes back into the model. The goal is the alert volume your team can genuinely work.
Can it explain its decisions?
Yes, feature-level explanations on every flag, which investigators need for case files and regulators expect to see.
How fast does it score?
Real-time within a payment authorisation window where required; batch where the use case allows it and the cost is lower.
Fraud & Anomaly Detection in Bihar
Covering all 38 districts. Tell us what you are trying to change.
Or email bd@dtrasglobal.com · call +91 74118 77878