Solutions · Use Case

Fraud Detection at machine speed

Catch threats as they emerge—not after the damage is done. Tacnode enables real-time fraud scoring against live behavioral context across all channels.

How It Works

Cross-channel fraud correlation

Watch how suspicious signals from multiple channels converge in the Context Lake for real-time fraud scoring.

Transaction initiated

Card-not-present

Input

Online Purchase

Card-not-present

Amount$847.00
MerchantElectronics Store
TypeCNP

Context Lake

Tacnode

Output

Fraud Score0.00
LowMediumHigh

Risk Factors

Device fingerprinthigh
Geographic velocityhigh
Transaction velocitymedium
Behavioral patternhigh

The Stakes

Milliseconds matter in fraud prevention

Modern fraud happens in real time. Card-not-present fraud, account takeovers, and synthetic identity attacks all exploit the gap between transaction and detection.

Batch-based systems that update hourly or daily give fraudsters a window of opportunity. By the time patterns are detected, the money is gone.

The coherence gap

  • Fraud patterns evolve faster than batch models can retrain
  • Siloed data means signals are missed across channels
  • Latency gaps let fraudsters complete transactions before detection
  • Historical systems can't incorporate real-time behavioral context

Capabilities

Real-time fraud intelligence

Tacnode provides the infrastructure for fraud systems that operate on live context—not stale snapshots.

Real-time evaluation

Score transactions against live behavioral patterns before authorization completes.

Cross-channel correlation

Unify signals from web, mobile, call center, and in-store into a single coherent view.

Adaptive thresholds

Dynamic risk scores that adjust based on real-time network activity and emerging patterns.

Shared fraud intelligence

Every agent and system operates from the same live fraud signals—no stale blocklists.

Why Tacnode

Decision Coherence for fraud prevention

Shared

All fraud agents, rules engines, and ML models operate from the same live context. No conflicting decisions from stale data.

Live

Real-time freshness ensures decisions reflect the current state—not a snapshot from minutes or hours ago.

Semantic

Native support for complex fraud predicates, behavioral embeddings, and multi-signal correlation at query time.

Stop fraud before it happens

See how Tacnode enables real-time fraud detection with Decision Coherence.