Stop fraud before it happens

Enterprise-grade fraud prevention for banks, fintechs, and payment platforms. Powered by 5 AI models operating in parallel — decisions delivered in under 50ms with 99.7% accuracy.

FraudGuard — Real-Time Analysis
LIVE
Transactiontxn_8f2b3a91c
Amount$4,200.00 USD
MerchantElectroMart Pro
LocationTbilisi, GE → New York, US
AI Models
VelocityAnalyzer
0.91
GeoSentinel
0.88
DeviceGuard
0.12
BehavioralIQ
0.79
NetworkGraph
0.54
BLOCK
Risk Score: 0.87 — HIGH
Decision in 42ms • 5 signals active

From transaction to verdict in 50ms

A single API call triggers an ensemble of 5 parallel AI models. Every factor — velocity, geography, device, behavior, network — analyzed simultaneously before a decision is returned.

1

Transaction Submitted

Your backend sends a single POST request with transaction metadata: amount, user ID, device, IP address, and location context.

REST API
2

5 AI Models Analyze

VelocityAnalyzer, GeoSentinel, DeviceGuard, BehavioralIQ, and NetworkGraph each score the transaction independently against 10B+ historical data points.

Ensemble ML
3

Decision Returned

A unified risk score (0.0–1.0) and recommendation — APPROVE, REVIEW, or BLOCK — is returned alongside detailed factor analysis and an audit-ready trace.

<50ms

Five specialized models. One unified verdict.

Each model is trained on a distinct fraud signal domain. Their outputs are fused by the Ensemble Layer — giving you defense-in-depth against every attack vector.

VelocityAnalyzer XGBoost

Detects abnormal transaction frequency and timing patterns. Identifies card-testing attacks, rapid account takeovers, and burst-fraud sequences before they escalate.

94.2%velocity fraud catch rate
GeoSentinel Deep Learning

Cross-references transaction location against a user's historical geography. Flags impossible travel, proxy usage, and high-risk jurisdiction patterns with per-user baseline.

91.8%geo-fraud catch rate
DeviceGuard Random Forest

Analyzes device fingerprint, browser entropy, and hardware signatures. Detects emulators, headless browsers, device spoofing, and SIM-swap attacks in real time.

97.1%device fraud catch rate
BehavioralIQ LSTM Neural Net

Builds a rolling behavioral fingerprint per user: spending patterns, session timing, interaction cadences, and contextual norms. Any statistical deviation triggers investigation.

89.4%behavioral anomaly accuracy
NetworkGraph Graph Neural Net

Maps relationships between users, merchants, devices, and IP addresses. Uncovers fraud rings, money mule networks, and coordinated synthetic identity schemes.

88.9%ring-fraud catch rate
Ensemble Layer Fusion

Combines all five model outputs using a meta-learner trained on 10B+ transactions. Applies your custom rules on top. Final risk score and recommendation — single, unified, explainable.

99.7%overall prevention precision

Every transaction. Every millisecond.

FraudGuard processes millions of live transactions daily. Every single one is scored in real time — no batch processing, no delays, no exceptions.

  • Streaming analysis with sub-50ms latency at any volume
  • Real-time webhook alerts the moment fraud is detected
  • Full audit trail per transaction — factor weights, model scores, decision rationale
  • Continuous model retraining on emerging fraud patterns
Live Transaction Feed 12,847 today
TXN ID Merchant Score Verdict
txn_a9f2
Shopify Store
$89.99 • US
0.04APPROVED
txn_b3e1
ElectroMart Pro
$4,200.00 • GE→US
0.87BLOCKED
txn_c7d4
Netflix Inc.
$15.99 • US
0.02APPROVED
txn_d1b8
Unknown Vendor
$980.00 • RU
0.61REVIEW
txn_e9c2
Amazon EU
$234.50 • DE
0.07APPROVED
txn_f2a7
Crypto Exchange
$12,000.00 • CN
0.94BLOCKED
txn_g6f3
Uber Rides
$24.80 • UK
0.03APPROVED
txn_h8k1
Wire Transfer
$7,500.00 • NG→UK
0.78BLOCKED
fraud-check.ts
import FraudGuard from '@vacalion/fraudguard-sdk';

// Initialize once — reuse across your app
const fraud = new FraudGuard({
  apiKey: process.env.VACALION_API_KEY
});

// Analyze before settling any transaction
const result = await fraud.analyze({
  transactionId: txn.id,
  amount:        txn.amountCents,
  currency:      "USD",
  userId:        user.id,
  ipAddress:     req.ip,
  deviceId:      req.headers['x-device-id']
});

// Act on the verdict in milliseconds
if (result.recommendation === "BLOCK") {
  await rejectTransaction(txn.id);
  return { error: "Transaction blocked" };
}

await settleTransaction(txn.id);

Production-ready in minutes

Official SDKs for Node.js, Python, Ruby, and Java. A single API call with a handful of fields is all you need to protect every transaction.

  • Official SDKs with TypeScript types & automatic retries
  • Sandbox environment — test with realistic mock data at zero cost
  • Webhook events for async fraud alerts & audit workflows
  • Custom prevention rules that layer on top of the ML stack
  • 99.99% uptime SLA with multi-region failover
Explore API Docs
Real-Time Scoring

Instant risk assessment on every transaction

Every transaction receives a composite risk score between 0 and 1 in under 50 milliseconds. Three-tier verdicts — APPROVE, REVIEW, BLOCK — with configurable thresholds per merchant or product segment.

Sub-50ms Decisions

Risk score, recommendation, and factor analysis returned before the transaction settles.

Three-Tier Action System

APPROVE, REVIEW, or BLOCK — plus configurable score thresholds per merchant or product line.

Full Factor Explainability

Each response includes the model signals that drove the score — enabling manual review decisions you can defend to regulators.

Contact Sales
Risk Score Breakdown
Composite Score
0.87
VelocityAnalyzer
0.91
GeoSentinel
0.88
BehavioralIQ
0.79
DeviceGuard
0.12
NetworkGraph
0.54
BLOCK Decision in 42ms
Behavioral Intelligence

Know when a user isn't who they claim to be

BehavioralIQ builds a continuously updated fingerprint of each user's normal behavior — spending patterns, device habits, session rhythms. Any statistical deviation triggers elevated review, silently, without friction for legitimate customers.

Per-User Behavioral Baseline

A unique statistical model per user — trained automatically from their transaction history from day one.

Zero-Friction for Legitimate Users

99.99% of genuine transactions pass in milliseconds. Friction only when the signals truly warrant it.

Account Takeover Detection

Catches the subtle behavioral shifts that occur immediately after a credential compromise — before financial damage occurs.

Contact Sales
BehavioralIQ Profile
user_xyz789 — 14 months of history
Anomaly
Avg. Transaction$127
Usual LocationNew York, US
Current LocationTbilisi, GE ▲
Deviation Score+4.2σ above baseline
Custom Rules Engine

Your business logic on top of our AI stack

Build domain-specific fraud prevention rules that execute alongside the ML models. Set thresholds per merchant category, per country, per user segment. Combine rule triggers with model outputs for maximum precision.

Visual Rule Builder

Create and deploy rules through the Developer Dashboard — no code required for business-side configuration.

Real-Time Rule Updates

Deploy new rules instantly — live within 200ms globally. No deployments, no downtime.

Full Audit Trail Per Rule

Every rule trigger is logged with full context — enabling compliance reporting and model performance analysis.

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Custom Rules — Active
HIGH_VALUE_INTERNATIONALACTIVE
IF amount > $2,000 AND country_mismatch = true → BLOCK
VELOCITY_BURSTACTIVE
IF transactions > 3 IN 2 MIN AND ml_score > 0.5 → REVIEW
CRYPTO_RISK_ZONEACTIVE
IF merchant_category = "crypto" AND ml_score > 0.7 → BLOCK
+ Add New Rule

Simple, transparent pricing

No setup fees. No hidden costs. Start free, scale as you grow — pay only for what you use.

Starter
$0 /month

Full API access for building and testing. No credit card required.

Contact Sales

What's included

  • 5,000 analyses / month
  • All 5 AI models
  • Sandbox environment
  • Webhook events
  • API key management
  • Custom prevention rules
  • Priority support
Enterprise
Custom

For banks and large platforms with compliance, data residency, or custom model requirements.

Contact sales

Everything in Growth, plus

  • Unlimited analyses
  • Custom ML model training
  • 99.99% uptime SLA
  • Data residency options
  • Dedicated infrastructure
  • White-glove onboarding

All plans include SSL encryption, PCI-DSS compliance, and 24/7 fraud monitoring. No long-term contracts on Starter and Growth. Read the API docs →

Protect every transaction from day one

Start free — no credit card required. Integrate in minutes. Your first 5,000 analyses are on us.

⚙️ Currently under maintenance — check back soon