AI Analytics Console

Forecourt-GPT · Anomaly · Forecast · Reconciliation · Risk · Predictive maintenance

Search outlets, transactions, devices…K

IST --:--:--

SOC2 · ISO27001

R. Kulkarni

NOC · Tier-3

Models Live

3 retraining

Anomalies · 24h

2,184

▼ 6.40%

412 critical

Theft Suspected

under review

Fraud Blocks · 24h

▲ 12.40%

₹4.8L saved

Recon Auto-match

98.84%

▲ 0.21%

Forecast MAPE

2.41%

▼ 0.18%

7d horizon

Tank σ-alerts

14 ≥ 3σ

Maint. Risk Index

0.62

▲ 1.80%

6 assets red

Transaction Anomaly Heatmap · 7d × 24h

streaming · 0

Mon

Tue

Wed

Thu

Fri

Sat

Sun

000408121620

Low risk

High risk3 hotspots

Forecourt-GPT · Recommendations

ITPS-LLM v3.2

dangerQuarantine Pump-4 at RO-TN-2210

Density drift 6.2σ + repeated auth-cancel pattern. Confidence 0.94. Dispatch field audit in <6h. Estimated leak: 38 L/day.

warnHSD demand spike forecast · Maharashtra

Predicted +18% over 72h driven by monsoon corridor traffic. Re-route 14 tankers from Hazira depot to Pune cluster. Stock-out probability 0.31.

infoNew recon rule R-218 ready to promote

Sandbox A/B: +1.4pp auto-match (98.7 → 100.1% adj). Affects 24,180 daily txns. No regression in fraud catch-rate.

successChurn model v3.2 retrained

AUC 0.812 → 0.847 · F1 +0.04. Recommended to swap into HP Pay retention pipeline. Expected uplift ₹2.1 Cr/quarter.

warnPredictive maintenance batch · 6 assets

6 dispensers/EDCs flagged with failure window 4-22 days. Bundle into next Wave-2 OTA + field visit slot.

Network Risk Index

050100

Fraud velocity78

Tank variance64

Recon gap41

Device health28

Revenue · Actual vs 14d Forecast (₹ Cr/day)

MAPE 2.41%Prophet+XGB

Digital Transaction Mix · trailing 30d (%)

UPI

70%

4.1pp

Card

22%

0.6pp

RFID

12%

0.4pp

Cash

2.8pp

Fraud Detection · Density × Flow Rate

6 outliers

Isolation Forest · contamination 0.04 · 6 dispensers flagged across 4 outlets

Tank Variance · σ-anomalies (6h window)

RO-TN-2210MS-96 L

exp 18.4k · act 18.3k4.2σ · p 0.94

RO-MH-3421HSD-16 L

exp 32.1k · act 32.1k0.8σ · p 0.34

RO-KA-1108MS-34 L

exp 14.2k · act 14.2k2.1σ · p 0.72

RO-UP-7781HSD+62 L

exp 28.6k · act 28.7k1.3σ · p 0.41

RO-DL-0042Power95-82 L

exp 6.2k · act 6.1k5.6σ · p 0.97

RO-GJ-1190MS-46 L

exp 21.1k · act 21.0k2.6σ · p 0.81

Predictive Maintenance

Dispenser P4 · RO-TN-2210

Tatsuno BCP · Pulse drift

σ pulse-meter +6.2 over baseline

ETA failure · 4d

ATG Probe T2 · RO-KA-1108

Veeder-Root · Sensor wear

Variance trend +0.04/day for 21d

ETA failure · 7d

EDC-84219 · RO-MH-3421

Pax A920 · Battery

Cycle health 62%, drain rate ↑22%

ETA failure · 9d

Compressor · RO-DL-0042

Atlas Copco · Bearing

Vibration 4.2g, baseline 1.8g

ETA failure · 12d

UPS · RO-UP-7781

APC SU3000 · Battery bank

Runtime 8.4m vs spec 14m

ETA failure · 18d

Submersible Pump 3

Red Jacket · Insulation

Megger reading falling

ETA failure · 22d

Auto-Reconciliation · 30d

98.84% auto-match

Switch ↔ POS

99.71%

Bank ↔ Switch

98.42%

Loyalty Mint

99.95%

FASTag NETC

96.84%

Outlet Risk × Revenue Map

Bubble size = margin % · 8 outlets in critical band

Regional Risk Signature

WestSouth

Model Registry · Production

14 live3 retraining

Model	Domain	Algorithm	Version	AUC / MAPE	Drift (PSI)	Last retrain	Status
fraud-isofor-v3	Fraud	Isolation Forest	3.4.1	AUC 0.961	0.08	12h	live
theft-density-lstm	Theft	LSTM + threshold	2.1.0	AUC 0.918	0.21	3d	live
tank-variance-bay	Tank Variance	Bayesian σ-test	1.7.2	F1 0.872	0.04	1d	live
rev-forecast-prophet-xgb	Forecast	Prophet + XGBoost	4.0.0	MAPE 2.41%	0.12	6h	live
outlet-risk-gbdt	Risk Score	GBDT	2.3.0	AUC 0.884	0.18	2d	live
maint-survival-cox	Maintenance	Cox PH + RF	1.4.0	C-idx 0.79	0.27	5d	retraining
recon-rule-r218	Reconciliation	Rule + NER	0.2.0-rc	+1.4pp	0.05	shadow	canary
churn-xgb-3.2	Loyalty	XGBoost	3.2.0	AUC 0.847	0.09	4h	live