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Investigation

Investigation Workspace

Deep-dive into flagged accounts with explainable AI insights.

Demo dataThis workspace is showing illustrative case data. The backend does not yet expose a case-management endpoint, so account details, timeline, and recommendations below are not live — only the Dashboard, Predictions, Reports, and Graph pages are backed by real API data.

₹16.54 L

Exposure At Risk · 8 open cases

₹0

Fraud Prevented · 0 confirmed

₹0

Exposure Cleared · 0 cleared

0 hrs

Investigator Time Saved · ~7.2 hrs projected on open queue

Prioritized Case Queue
Ranked by AI priority score so the highest-impact cases surface first · 14 awaiting a decision
PriorityCaseRiskTrendExposureOpenedOutcome
100

INV-3008

Sneha Reddy

Critical escalating₹4.08 L20 JunAwaiting decision
100

INV-3001

Divya Pillai

High Risk escalating₹3.94 L10 JulAwaiting decision
100

INV-3012

Vikram Singh

High Risk escalating₹3.74 L13 JunAwaiting decision
100

INV-3004

Divya Pillai

Critical escalating₹3.66 L02 JulAwaiting decision
100

INV-3003

Priya Nair

High Risk escalating₹3.18 L09 JulAwaiting decision
100

INV-3000

Aman Verma

Critical escalating₹2.53 L12 JulAwaiting decision
100

INV-3009

Karan Malhotra

High Risk escalating₹2.12 L17 JunAwaiting decision
100

INV-3011

Priya Nair

High Risk escalating₹2.04 L25 JunAwaiting decision
100

INV-3006

Neha Kapoor

High Risk escalating₹1.82 L05 JulAwaiting decision
79

INV-3005

Priya Nair

Medium Risk escalating₹89K06 JulAwaiting decision
74

INV-3007

Aman Verma

Medium Risk escalating₹2.59 L02 JulAwaiting decision
74

INV-3013

Ananya Iyer

Medium Risk escalating₹77K30 MayAwaiting decision
74

INV-3010

Rohit Sharma

Medium Risk escalating₹41K24 JunAwaiting decision
49

INV-3002

Aman Verma

Low Risk escalating₹80K06 JulAwaiting decision
AI Investigation Assistant
Critical Priority Escalating
Automated case summary, priority scoring, and next-best-action

Case INV-3000 for Aman Verma (ACC-27972) is currently escalated with a critical risk classification, primarily driven by elevated transaction velocity 1h and device change freq. Based on the last 10 tracked events, the risk trajectory has been escalating over recent activity. Some signal is offset by account age days, which reduces the overall score. The most recent recorded event, "KYC re-verification", carried a risk score of 61%.

Case Priority Score100/100
  • Base risk level "critical" contributes 90 pts.
  • Risk score is trending upward across the recent timeline (+12 pts).
  • 5 high-severity event(s) detected in the timeline (+16 pts).
  • Leading fraud indicator has a strong SHAP contribution of +0.34 (+6 pts).
  • Case is already escalated (+5 pts).
Next Best Action96% confidence

Place a temporary hold on outbound transfers above ₹50,000.

Prioritized because the case is high-priority with escalating risk momentum — immediate containment is the highest-value action.

Account Details
INV-3000
AV

Aman Verma

ACC-27972

Risk LevelCritical
Opened12 Jul 2026
InvestigatorS. Iyer
Statusescalated
Exposure₹2.53 L
Risk Timeline
Chronological account activity and risk score evolution

Login from new device

75%

02 Jul 2026, 10:36

Large transfer initiated

39%

03 Jul 2026, 10:36

Fund transfer to flagged account

39%

04 Jul 2026, 10:36

Large transfer initiated

40%

05 Jul 2026, 10:36

Login from new device

27%

06 Jul 2026, 10:36

Routine transaction

60%

07 Jul 2026, 10:36

Multiple failed OTP attempts

27%

08 Jul 2026, 10:36

Fund transfer to flagged account

68%

09 Jul 2026, 10:36

Fund transfer to flagged account

73%

10 Jul 2026, 10:36

KYC re-verification

61%

11 Jul 2026, 10:36

SHAP Explanation
Feature-level contribution to the fraud probability score
Top Contributing Features
Ranked by absolute SHAP impact

transaction_velocity_1h

18 txns

+0.34

device_change_freq

5 devices/7d

+0.27

avg_transaction_amount

₹1,24,500

+0.21

account_age_days

1,204 days

-0.19

geo_distance_variance

482 km

+0.16
Recommendations
Suggested next actions for this investigation
  • 1Place a temporary hold on outbound transfers above ₹50,000.
  • 2Trigger step-up authentication (OTP + biometric) for next login.
  • 3Escalate to Tier-2 fraud analyst for manual document review.
  • 4Cross-check linked accounts within the same device cluster.
  • 5Notify account holder via registered mobile number for confirmation.
Linked Evidence
Shared devices, merchants & IPs from the Module 3 fraud network

No linked entities found in this cluster.

Live Risk Signals
Backed by GET /graph/collector-risk & /graph/coldstart (account #2972 for demo)
Collector Pattern Risk…
Cold-Start Account…
Tiered ResponseTier…

Reasoning Trail — why this case is here

Strongest signal

transaction_velocity_1h contributed +0.34 to the score

Network exposure

15 connections to other flagged entities in this cluster

Final decision

Combined risk score: 92% — routed to Investigation queue

Why was this flagged?

Generating explanation...

Generating explanation...
Investigator Decision
Record the outcome for INV-3000 to close the loop on this case

Time logged defaults to the 14-min AI-assisted baseline.