Near-identical sanction already exists in Kollam

Sentence embeddings + geo clustering evaluated this work against 566 comparable sanctions in Kerala 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. 02Geo-tag distance to twin work+25.6
3. 03Same agency, adjacent sanction dates+12.2
4. 04Asset-type collision in ward+9.6
5. 05Beneficiary count overlap+7.4

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

1. 10 Sep 2024Work sanctioned by the District Authority₹76.56 L · Kollam District Rural Development Agency
2. 10 Sep 2024First instalment released to the implementing agency₹39.05 L
3. 15 Mar 2026D-03 fired during the nightly scoring runSentence embeddings + geo clustering · confidence 0.95
4. 15 Mar 2026Alert routed to Ministry review deskResponse window 7 days