Network-Based Fraud Detection

Detect coordinated abuse
across your trader network

Quant Sentry discovers hidden relationships between traders, scores coordinated behavior, and turns signals into prioritized alerts with exportable evidence.

Quant Sentry
2 min agoXAUUSD
COPY
892
John D.+$2,847.5
Mike R.+$2,793.2
15 min agoEURUSD
HEDGE
945
Sarah K.+$1,523
Alex M.$-1,498.5
1 hr agoGBPJPY
COPY
654
Chris P.+$892.3
Emma L.+$947.8
< 5s
Network formation
10x
Faster investigations
Full
Audit trail
02

Built for prop firm reality

Data in, insights out

Built for prop firm risk operations

Designed for enforcement and disputes

Configurable thresholds and factor weights

Works with or without QTG CRM

03

Why single account checks fail

Most abuse is coordinated and invisible when looking at accounts in isolation. The real risk lives in the relationships between traders, not individual behaviour.

Fraud rings and rotating accounts

Coordinated groups use multiple accounts to bypass limits and extract value systematically.

What it costs

Payout leakage
Chargebacks
Ops overload

Copy and mirror trading networks

Master-slave setups replicate profitable trades across accounts to multiply returns unfairly.

What it costs

Multiplied losses
LP relationship damage
Disputes

Payout manipulation and funded account abuse

Bad actors game evaluation phases and extract payouts before detection.

What it costs

Direct financial loss
Reputation damage
Investigation backlog
04

What is Quant Sentry?

Quant Sentry is an Artificial Intelligence (AI) driven risk and integrity platform built for proprietary trading firms. It automatically discovers hidden trader networks, scores suspicious behaviour in real time, and turns signals into contextual alerts and audit ready evidence.

From raw trade data to prioritised investigation queue — automatically.

Who it's for

Prop firm owners and leadership teams
Risk and compliance teams
Trading operations teams
Technology teams managing trading platform data feeds
05

What makes Quant Sentry different

Purpose-built for prop firm risk operations, not retrofitted from other industries.

Network formation, not just rules

Discovers relationships using trading behaviour, timing, and signals — across identities and account types. Goes beyond static rule matching to reveal hidden coordination patterns.

Risk prioritisation that reduces noise

Alerts ranked by fraud score so your team focuses on the highest impact cases first. No more drowning in low-priority notifications.

Explainable scoring, not a black box

See exactly which factors drove each score in plain terms. Tune factor weights to align with your risk appetite and business model.

Built for enforcement and disputes

Exportable network graphs and full audit trails enable consistent decisions. Every action documented for compliance reviews and payout disputes.

Prop firm specific funded protection

Higher sensitivity when funded accounts are involved to protect payouts. Detection thresholds adjust based on account stage — challenge, verification, or funded.

06

Core capabilities

Six integrated modules working together to protect your trading operation

1 / 6

Intelligent Alert System

Turn millions of trades into a daily prioritised investigation queue

Alerts ranked by fraud score
Configurable thresholds by account stage
Full context with trade details and network links
Workflow tracking and audit trails

Output

Prioritised alert queue with full context

07

Evidence Kits and AI advisory

Evidence Kits provide structured, case-by-case analysis for investigations and enforcement decisions. Every kit contains the context needed to make consistent, defensible decisions.

Coming Q1 2026: AI-generated advisory PDF outputs to accelerate reporting while keeping final decision-making with your team.

Compliance note: Outputs are advisory. Final decisions remain with the firm.

Evidence Kit Preview

Case #ALT-4892

Kit includes

Summary of behaviour
Key signals and factors
Network diagram reference
Recommended next steps (advisory, not automatic enforcement)
Export as PDF
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Outcomes teams rely on Quant Sentry for

Measurable improvements to risk operations efficiency and financial protection.

Reduced payout leakage and funded account abuse
Faster investigations and lower manual review workload
More consistent enforcement aligned to Terms and Conditions
Fewer disputes due to clearer evidence and audit trails
Scale trader volume without scaling risk headcount linearly
Improved protection for liquidity provider relationships through toxic flow detection

These outcomes compound as thresholds and weights are tuned during the first 30 days. Teams typically see the clearest improvements after the initial configuration period aligns detection to their specific rulebook.

09

Pricing

Transparent pricing scaled to your operation size. All plans include full platform access.

MonthlyAnnual

Starter

Until 1,000 Active Accounts

One-time onboarding

1,997

Monthly subscription

1,997/month

100 Evidence Kits/month

Additional: €7 each

  • Real time monitoring
  • Evidence kit generation
  • Basic reporting
  • Email support
Most Popular

Growth

1K - 3K Active Accounts

One-time onboarding

2,997

Monthly subscription

2,997/month

300 Evidence Kits/month

Additional: €6 each

  • Everything in Starter
  • Advanced analytics
  • Application Programming Interface (API) access
  • Priority support
  • Custom alerts

Scale

3K - 6K Active Accounts

One-time onboarding

4,997

Monthly subscription

4,997/month

600 Evidence Kits/month

Additional: €5 each

  • Everything in Growth
  • Dedicated account manager
  • Custom integrations
  • Service Level Agreement (SLA) guarantee
  • White glove onboarding

Enterprise

Above 6K Active Accounts

Custom Pricing

Tailored to your needs

  • Everything in Scale
  • Unlimited Evidence Kits
  • Volume discounts available
  • Custom contract terms

Add-ons

Managed Investigations

€150 per hour

Additional entity or brand

+20% to monthly

Implementation fast track

€2,500

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Implementation

A structured process to get you from data access to actionable insights.

01

Data access confirmation and ingest setup

We confirm your data sources, establish secure connections, and begin ingesting trade data into the platform.

02

Baseline thresholds aligned to your rulebook

Configure detection sensitivity and alert thresholds based on your Terms and Conditions and risk tolerance.

03

30-day tuning cycle to maximise signal quality

Iterative refinement of factor weights and thresholds to reduce false positives and surface the cases that matter most.

Typical time to first value: within the first week

11

Intelligent Alert System

Real-time detection across multiple abuse patterns.

High-frequency trading patterns

Hold Time Distribution

HFT Alert

P50 Hold Time

8s

HFT Trades

67.4%

Total Trades

1,247

Threshold

30s

Density chart showing trade hold times.HFT zoneNormal

P50: 8s
Threshold: 30s

Previews with demo data. Request a demo to see your actual alerts.

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Frequently Asked Questions

Common questions about Quant Sentry implementation and capabilities.