Near-identical sanction already exists in Sagar

Sentence embeddings + geo clustering evaluated this work against 668 comparable sanctions in Madhya Pradesh 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+29.4
2. 02Geo-tag distance to twin work+24.7
3. 03Asset-type collision in ward+12.6
4. 04Same agency, adjacent sanction dates+9.2
5. 05Beneficiary count overlap+6.1

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

1. 26 Oct 2024Work sanctioned by the District Authority₹86.72 L · Sagar Public Works Department
2. 26 Oct 2024First instalment released to the implementing agency₹38.83 L
3. 08 Feb 2026D-03 fired during the nightly scoring runSentence embeddings + geo clustering · confidence 0.81
4. 08 Feb 2026Alert routed to District Collector cellResponse window 7 days