National · all states and union territories
Synthetic demo data
Overview

Alert queue

Ranked by what the models cannot explain.

National · all states and union territories · every alert carries its feature attribution, peer cohort and evidence pack.

Alerts in view
150
of 150 in scope
Critical tier
46
requires 7-day response
Value exposed
₹80.7Cr
sanctioned value of flagged works
Median age
58days
57 beyond the response window
AlertFindingWorkLocationSanctionedScoreAgeStatus
ALT-26-0010
D-03
Near-identical sanction already exists in Mysuru
Sentence embeddings + geo clustering
Playground levelling & fence
MPLADS/KA/2406
Mysuru
Karnataka
1.09 Cr9993dEscalated
ALT-26-0011
D-12
Recommended work maps to a category barred by the guidelines
Zero-shot classifier on guideline corpus
Playground levelling & fence
MPLADS/KA/2406
Mysuru
Karnataka
1.09 Cr9958dUnder review
ALT-26-0026
D-01
Expenditure exceeds sanctioned estimate by 61%
Gradient-boosted residuals
Foot over-bridge ramp
MPLADS/BR/2427
Muzaffarpur
Bihar
80.39 L9996dEscalated
ALT-26-0027
D-03
Near-identical sanction already exists in Muzaffarpur
Sentence embeddings + geo clustering
Foot over-bridge ramp
MPLADS/BR/2427
Muzaffarpur
Bihar
80.39 L9932dEscalated
ALT-26-0028
D-04
Cluster of sanctions to one agency sits just under the delegation limit
Threshold-proximity density scan
Foot over-bridge ramp
MPLADS/BR/2427
Muzaffarpur
Bihar
80.39 L9929dUnder review
ALT-26-0032
D-11
Completion geo-tag falls outside the recommended ward boundary
Spatial join + haversine outliers
Volleyball court
MPLADS/OD/2436
Ganjam
Odisha
14.32 L9964dEscalated
ALT-26-0097
D-04
Cluster of sanctions to one agency sits just under the delegation limit
Threshold-proximity density scan
Hybrid mast at chowk
MPLADS/GJ/2507
Rajkot
Gujarat
1.29 Cr9974dEscalated
ALT-26-0102
D-05
88% of released funds drawn at 6% physical progress
Isolation Forest on progress-payment gap
Reading room fit-out
MPLADS/MH/2517
Nashik
Maharashtra
48.92 L997dEscalated
ALT-26-0109
D-07
One firm holds a dominant share of awards in Bhavnagar 1
Bipartite graph centrality + HHI
Recharge pit cluster
MPLADS/GJ/2525
Bhavnagar
Gujarat
35.06 L9976dEscalated
ALT-26-0132
D-01
Expenditure exceeds sanctioned estimate by 65%
Gradient-boosted residuals
Multipurpose shelter
MPLADS/KA/2547
Kalaburagi
Karnataka
14.20 L9988dUnder review
ALT-26-0134
D-11
Completion geo-tag falls outside the recommended ward boundary
Spatial join + haversine outliers
Multipurpose shelter
MPLADS/KA/2547
Kalaburagi
Karnataka
14.20 L9974dUnder review
ALT-26-0057
D-02
Unit rate for health & wellness sits in the district's top percentile
Robust z-score on peer cohort
Wellness centre extension
MPLADS/TN/2464
Coimbatore
Tamil Nadu
6.61 L9882dEscalated
ALT-26-0009
D-05
96% of released funds drawn at 0% physical progress
Isolation Forest on progress-payment gap
Playground levelling & fence
MPLADS/KA/2406
Mysuru
Karnataka
1.09 Cr9443dEscalated
ALT-26-0036
D-03
Near-identical sanction already exists in Alwar
Sentence embeddings + geo clustering
Playground levelling & fence
MPLADS/RJ/2438
Alwar
Rajasthan
29.14 L9453dUnder review
ALT-26-0050
D-04
Cluster of sanctions to one agency sits just under the delegation limit
Threshold-proximity density scan
Open gymnasium
MPLADS/OD/2455
Kalahandi
Odisha
90.05 L9442dEscalated
ALT-26-0060
D-01
Expenditure exceeds sanctioned estimate by 72%
Gradient-boosted residuals
Village library block
MPLADS/KL/2468
Wayanad
Kerala
34.18 L9460dEscalated
ALT-26-0008
D-02
Unit rate for sports infrastructure sits in the district's top percentile
Robust z-score on peer cohort
Playground levelling & fence
MPLADS/KA/2406
Mysuru
Karnataka
1.09 Cr9321dUnder review
ALT-26-0052
D-01
Expenditure exceeds sanctioned estimate by 62%
Gradient-boosted residuals
Overhead tank, 60 KL
MPLADS/KL/2460
Kollam
Kerala
76.56 L9335dEscalated
ALT-26-0056
D-01
Expenditure exceeds sanctioned estimate by 58%
Gradient-boosted residuals
Wellness centre extension
MPLADS/TN/2464
Coimbatore
Tamil Nadu
6.61 L9371dUnder review
ALT-26-0133
D-06
Completion projected to slip past the sanctioned window
Survival model + seasonal decomposition
Multipurpose shelter
MPLADS/KA/2547
Kalaburagi
Karnataka
14.20 L9315dUnder review
ALT-26-0019
D-01
Expenditure exceeds sanctioned estimate by 41%
Gradient-boosted residuals
Recharge pit cluster
MPLADS/KL/2423
Palakkad
Kerala
89.50 L925dUnder review
ALT-26-0031
D-01
Expenditure exceeds sanctioned estimate by 48%
Gradient-boosted residuals
Volleyball court
MPLADS/OD/2436
Ganjam
Odisha
14.32 L9213dEscalated
ALT-26-0061
D-03
Near-identical sanction already exists in Wayanad
Sentence embeddings + geo clustering
Village library block
MPLADS/KL/2468
Wayanad
Kerala
34.18 L9243dUnder review
ALT-26-0103
D-06
Completion projected to slip past the sanctioned window
Survival model + seasonal decomposition
Reading room fit-out
MPLADS/MH/2517
Nashik
Maharashtra
48.92 L9265dEscalated
ALT-26-0104
D-07
One firm holds a dominant share of awards in Nashik 4
Bipartite graph centrality + HHI
Reading room fit-out
MPLADS/MH/2517
Nashik
Maharashtra
48.92 L9291dEscalated
ALT-26-0138
D-08
Payment burst concentrated in the closing weeks of the financial year
Point-process burst detection
Hybrid mast at chowk
MPLADS/KL/2550
Palakkad
Kerala
85.17 L9222dUnder review
ALT-26-0049
D-05
130% of released funds drawn at 11% physical progress
Isolation Forest on progress-payment gap
Open gymnasium
MPLADS/OD/2455
Kalahandi
Odisha
90.05 L9130dEscalated
ALT-26-0058
D-05
155% of released funds drawn at 8% physical progress
Isolation Forest on progress-payment gap
Wellness centre extension
MPLADS/TN/2464
Coimbatore
Tamil Nadu
6.61 L9113dEscalated
ALT-26-0065
D-01
Expenditure exceeds sanctioned estimate by -89%
Gradient-boosted residuals
Farm pond, 3 ha command
MPLADS/WB/2474
Bardhaman
West Bengal
30.07 L9117dUnder review
ALT-26-0095
D-01
Expenditure exceeds sanctioned estimate by 62%
Gradient-boosted residuals
Hybrid mast at chowk
MPLADS/GJ/2507
Rajkot
Gujarat
1.29 Cr9188dEscalated
ALT-26-0020
D-02
Unit rate for rainwater harvesting sits in the district's top percentile
Robust z-score on peer cohort
Recharge pit cluster
MPLADS/KL/2423
Palakkad
Kerala
89.50 L8952dEscalated
ALT-26-0048
D-01
Expenditure exceeds sanctioned estimate by 33%
Gradient-boosted residuals
Open gymnasium
MPLADS/OD/2455
Kalahandi
Odisha
90.05 L8922dEscalated
ALT-26-0096
D-02
Unit rate for solar street lighting sits in the district's top percentile
Robust z-score on peer cohort
Hybrid mast at chowk
MPLADS/GJ/2507
Rajkot
Gujarat
1.29 Cr8980dUnder review
ALT-26-0107
D-08
Payment burst concentrated in the closing weeks of the financial year
Point-process burst detection
Recharge pit cluster
MPLADS/GJ/2525
Bhavnagar
Gujarat
35.06 L8934dEscalated
ALT-26-0108
D-05
72% of released funds drawn at 3% physical progress
Isolation Forest on progress-payment gap
Recharge pit cluster
MPLADS/GJ/2525
Bhavnagar
Gujarat
35.06 L8992dEscalated
ALT-26-0066
D-09
Funds released and idle for 351 days
Rule engine + ageing buckets
Farm pond, 3 ha command
MPLADS/WB/2474
Bardhaman
West Bengal
30.07 L8759dEscalated
ALT-26-0077
D-05
88% of released funds drawn at 8% physical progress
Isolation Forest on progress-payment gap
Field channel lining
MPLADS/WB/2483
Jalpaiguri
West Bengal
33.20 L871dUnder review
ALT-26-0126
D-02
Unit rate for minor irrigation sits in the district's top percentile
Robust z-score on peer cohort
Lift irrigation pump
MPLADS/KL/2544
Palakkad
Kerala
32.03 L8782dUnder review
ALT-26-0128
D-11
Completion geo-tag falls outside the recommended ward boundary
Spatial join + haversine outliers
Lift irrigation pump
MPLADS/KL/2544
Palakkad
Kerala
32.03 L8711dEscalated
ALT-26-0034
D-02
Unit rate for sports infrastructure sits in the district's top percentile
Robust z-score on peer cohort
Playground levelling & fence
MPLADS/RJ/2438
Alwar
Rajasthan
29.14 L8666dUnder review
ALT-26-0035
D-08
Payment burst concentrated in the closing weeks of the financial year
Point-process burst detection
Playground levelling & fence
MPLADS/RJ/2438
Alwar
Rajasthan
29.14 L8576dUnder review
ALT-26-0137
D-02
Unit rate for solar street lighting sits in the district's top percentile
Robust z-score on peer cohort
Hybrid mast at chowk
MPLADS/KL/2550
Palakkad
Kerala
85.17 L8530dOpen
ALT-26-0139
D-03
Near-identical sanction already exists in Palakkad
Sentence embeddings + geo clustering
Hybrid mast at chowk
MPLADS/KL/2550
Palakkad
Kerala
85.17 L8571dUnder review
ALT-26-0053
D-06
Completion projected to slip past the sanctioned window
Survival model + seasonal decomposition
Overhead tank, 60 KL
MPLADS/KL/2460
Kollam
Kerala
76.56 L8319dUnder review
ALT-26-0054
D-03
Near-identical sanction already exists in Kollam
Sentence embeddings + geo clustering
Overhead tank, 60 KL
MPLADS/KL/2460
Kollam
Kerala
76.56 L8214dOpen
ALT-26-0120
D-03
Near-identical sanction already exists in Sagar
Sentence embeddings + geo clustering
Reading room fit-out
MPLADS/MP/2535
Sagar
Madhya Pradesh
86.72 L8235dOpen
ALT-26-0004
D-05
72% of released funds drawn at 6% physical progress
Isolation Forest on progress-payment gap
Ambulance shed and ramp
MPLADS/TN/2402
Salem
Tamil Nadu
62.99 L7995dUnder review
ALT-26-0069
D-11
Completion geo-tag falls outside the recommended ward boundary
Spatial join + haversine outliers
Multipurpose shelter
MPLADS/UP/2476
Bareilly
Uttar Pradesh
10.09 L7959dOpen
ALT-26-0127
D-09
Funds released and idle for 302 days
Rule engine + ageing buckets
Lift irrigation pump
MPLADS/KL/2544
Palakkad
Kerala
32.03 L7961dOpen
ALT-26-0014
D-04
Cluster of sanctions to one agency sits just under the delegation limit
Threshold-proximity density scan
Drainage line, 800 m
MPLADS/KA/2412
Belagavi
Karnataka
32.40 L7895dOpen
ALT-26-0078
D-06
Completion projected to slip past the sanctioned window
Survival model + seasonal decomposition
Field channel lining
MPLADS/WB/2483
Jalpaiguri
West Bengal
33.20 L7844dOpen
ALT-26-0119
D-02
Unit rate for public library & it sits in the district's top percentile
Robust z-score on peer cohort
Reading room fit-out
MPLADS/MP/2535
Sagar
Madhya Pradesh
86.72 L775dOpen
ALT-26-0040
D-03
Near-identical sanction already exists in Sagar
Sentence embeddings + geo clustering
Open gymnasium
MPLADS/MP/2443
Sagar
Madhya Pradesh
64.35 L7635dUnder review
ALT-26-0039
D-01
Expenditure exceeds sanctioned estimate by 58%
Gradient-boosted residuals
Open gymnasium
MPLADS/MP/2443
Sagar
Madhya Pradesh
64.35 L7550dUnder review
ALT-26-0022
D-08
Payment burst concentrated in the closing weeks of the financial year
Point-process burst detection
Check dam on nala
MPLADS/TN/2425
Coimbatore
Tamil Nadu
29.51 L7351dUnder review
ALT-26-0067
D-01
Expenditure exceeds sanctioned estimate by 43%
Gradient-boosted residuals
Multipurpose shelter
MPLADS/UP/2476
Bareilly
Uttar Pradesh
10.09 L7353dUnder review
ALT-26-0068
D-06
Completion projected to slip past the sanctioned window
Survival model + seasonal decomposition
Multipurpose shelter
MPLADS/UP/2476
Bareilly
Uttar Pradesh
10.09 L7332dUnder review
ALT-26-0043
D-01
Expenditure exceeds sanctioned estimate by 25%
Gradient-boosted residuals
Bus passenger shelter
MPLADS/UP/2448
Gorakhpur
Uttar Pradesh
10.59 L7238dUnder review
ALT-26-0044
D-02
Unit rate for passenger amenities sits in the district's top percentile
Robust z-score on peer cohort
Bus passenger shelter
MPLADS/UP/2448
Gorakhpur
Uttar Pradesh
10.59 L7270dUnder review
ALT-26-0023
D-12
Recommended work maps to a category barred by the guidelines
Zero-shot classifier on guideline corpus
Check dam on nala
MPLADS/TN/2425
Coimbatore
Tamil Nadu
29.51 L7141dUnder review
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