Near-identical sanction already exists in Muzaffarpur

Sentence embeddings + geo clustering evaluated this work against 519 comparable sanctions in Bihar for the same category and financial year. Two or more sanctions describe the same asset at the same location, across MPs, years or implementing agencies. The residual for this record falls outside the learned tolerance, and the contribution breakdown below isolates which measured features carried the score.

1. 01Description embedding similarity+27.1
2. 02Asset-type collision in ward+23.3
3. 03Geo-tag distance to twin work+22.0
4. 04Same agency, adjacent sanction dates+21.0
5. 05Beneficiary count overlap+5.6

Contributions are additive against the cohort baseline; they sum to the composite score and are recomputed whenever the underlying record changes.

1. 16 Jul 2024Work sanctioned by the District Authority₹80.39 L · Muzaffarpur Jal Nigam Division
2. 16 Jul 2024First instalment released to the implementing agency₹41.00 L
3. 05 Feb 2026D-03 fired during the nightly scoring runSentence embeddings + geo clustering · confidence 0.78
4. 05 Feb 2026Alert routed to District Collector cellResponse window 7 days
5. 05 Feb 2026Escalated to the State Nodal AuthorityAwaiting agency reply