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Risk & Rules EngineReal-Time Scoring · Enforcement

Catch abuse patterns before they reach payout.

Real-time behavioral scoring across every order, account and trader cluster, combined with deterministic rule logic and forensic-grade audit trails. Built for operators who can’t afford to see yesterday’s risk.

QTG/COMPONENTS/OPERATIONS & RISK/RISK & RULES ENGINE
LIVE
CAPABILITIES

Inside Risk & Rules Engine.

Six surfaces that make Risk & Rules Engine feel less like a feature list and more like an operating environment for the work this team actually does every day.

SCORE

Behavioral scoring

340+ patterns across latency arb, copy clusters, drawdown logic, news-tick, martingale and more.

  • , 340+ patterns
  • , Sub-15ms p95
  • , Tunable
RULES

Rule engine

Deterministic rules with composable predicates: thresholds, windows, sequences, correlations.

  • , Composable
  • , Versioned
  • , Sandbox-tested
ENFORCE

Enforcement

Block, hold, escalate, soft-flag, applied automatically with human override and full audit trail.

  • , Auto-enforce
  • , Human override
  • , Audit trail
CLUSTERS

Cluster detection

Identity-graph clustering across IPs, devices, KYC docs, copy patterns and behavior.

  • , Identity graph
  • , Device fingerprints
  • , Copy detection
FORENSICS

Forensics

Replay any account state, order book and rule firing: at any historical point in time.

  • , Time-travel
  • , Replay
  • , Export-ready
SLAS

Operator SLAs

Per-pattern, per-jurisdiction, per-tier latency and accuracy SLAs, measured continuously.

  • , Live SLA
  • , Per-pattern
  • , Alerting
FLOW

End-to-end, observable, addressable.

Where Risk & Rules Engine sits in the lifecycle, and why each stage is measurable, not implied.

01STAGE 01

Ingest

Order, account, IP, device events normalized.

2.1B / mo
events
02STAGE 02

Score

340+ behavioral patterns evaluated in parallel.

14ms
p50 latency
03STAGE 03

Cluster

Identity graph correlation across accounts.

Real-time
graph update
04STAGE 04

Rule

Deterministic predicates fire on score + state.

Versioned
rules
05STAGE 05

Enforce

Block, hold, escalate or soft-flag with audit.

98.4%
auto-handled
06STAGE 06

Replay

Forensic time-travel for review and dispute.

365d
retention
↓ EVENT TO ENFORCEMENT · LATENCY BUDGET ↓
SPOTLIGHT

Re-run any moment, any account, any rule, exactly as it fired.

When a payout is disputed or a regulator asks, point-in-time replay gives you the exact account state, order book, and rule firing, reproducible to the millisecond. No "we think this is what happened." Just the actual record.

FORENSIC TIME-TRAVEL

Re-run any moment, any account, any rule, exactly as it fired.

When a payout is disputed or a regulator asks, point-in-time replay gives you the exact account state, order book, and rule firing, reproducible to the millisecond. No "we think this is what happened." Just the actual record.

  • ,
    Point-in-time
    Replay any historical moment
  • ,
    Order-book replay
    Reconstruct full book at the event
  • ,
    Rule firing
    Show which rules evaluated · which fired
  • ,
    Export-ready
    Dispute and regulator packages out-of-the-box
apps / cmp · riskLIVE
SCORE340+ patterns
Behavioral scoring
Sub-15ms p95
RULESComposable
Rule engine
Versioned
ENFORCEAuto-enforce
Enforcement
Human override
CLUSTERSIdentity graph
Cluster detection
Device fingerprints
FORENSICSTime-travel
Forensics
Replay
SLASLive SLA
Operator SLAs
Per-pattern
RISK & RULES ENGINE · OPERATIONS & RISK
OPERATING SCALE

Risk & Rules Engine, in numbers.

A snapshot of where Risk & Rules Engine runs at production scale across QTG operators.

Events / mo2.1Bscored
Median latency14msp50
Patterns340+live
Auto-enforced98.4%no human-in-loop
CONNECTED TO

How Risk & Rules Engine composes with the rest of QTG.

Components aren't bolted on per platform. They share one identity, one event bus, and one reporting plane. Adopt one. Plug in the next.

QuantSentry
The platform Risk & Rules Engine ships in.
Open
Copy Trading
Copy clusters detected and enforced inline.
Open
Payments & Payouts
Pre-settlement risk gating.
Open
AI Agents
Auto-resolution of low-severity flags.
Open
PARTNER WITH QTG

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