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Device intelligence that goes beyond cookies

Stop fraud, bots, and
repeat abuse with device intelligence

Identify returning devices across browsers, private mode, and VPNs. Block high-risk traffic, reduce false positives, and improve trusted-user experiences — all from one platform.

Account takeoverPayment fraudBot attacksMulti-accountingPaywall bypass
No credit cardSetup in 2 minGDPR compliant
Early Access
GPU-level fingerprinting that survives incognito, browser switches, and VPNsTry the live playground — no signup required
90+

Signals per Visit

5

Products, One SDK

37ms

Avg Latency (warm)

10K

Free IDs / Month

0

Hidden Fees

Solutions

Real problems.
Real signals that catch them.

Every solution below lists the exact signals the matcher leans on and a measurable characteristic you can verify. No customer savings figures — we're pre-launch, and making them up is how vendors get caught.

Why Lightning Research

Built different.
Proven better.

90+

signals

Hardware-Level Signals

GPU rendering, WebGL pipelines, and audio processing create fingerprints that survive browser changes, incognito mode, and VPNs.

Real-time

bot detection

AI-Powered Protection

ML models detect bots, headless browsers, AI agents, and behavioral anomalies in real time.

37ms

avg response

Low-Latency API

Fingerprint, analyze, and respond before paint. Built for latency-sensitive applications.

Product Suite

Five products.
One platform.

Each product works standalone or together — unified by a single API key and dashboard.

01

LR Trace

Device Fingerprinting

GPU-level identification that persists across browsers, incognito sessions, and VPNs. Collect 90+ hardware and software signals and generate a stable device ID in under 40ms.

Cross-browser device identification
WebGL + Canvas + AudioContext + GPU timing signals
90+ hardware, software, and behavioral signals
Incognito and private browsing persistence
Explore LR Trace
trace.ts

const result = await client.identify()


// => {

// device_id: "fp_9k2x...mR4",

// confidence: 0.995,

// signals: 90,

// latency_ms: 37

// }

02

LR Shield

Network Intelligence

Detect VPNs, proxies, Tor exit nodes, and spoofed geolocations in real time. Multi-source IP reputation scoring across 12+ protocols.

VPN and proxy detection (12+ protocols)
Tor exit node identification
Multi-source IP reputation scoring
Real-time geolocation verification
Explore LR Shield
shield.ts

const net = await client.network.analyze(ip)


// => {

// is_vpn: true,

// provider: "NordVPN",

// risk_score: 0.82,

// geo_mismatch: true

// }

03

LR Guard

Bot & AI Agent Detection

ML-powered behavioral analysis that distinguishes real humans from bots, headless browsers, AI agents, and automation frameworks in real time.

Behavioral biometrics analysis
Headless browser & AI agent detection
Automation framework fingerprinting
Real-time human/bot scoring
Explore LR Guard
guard.ts

const bot = await client.bot.detect()


// => {

// is_bot: false,

// bot_score: 0.02,

// human_confidence: 0.98,

// classification: "human"

// }

04

LR Insight

Behavioral Analytics

Understand your device landscape — OS distribution, browser capabilities, session patterns, and conversion attribution — all in real-time dashboards.

Device landscape reports
Session pattern analysis
Conversion attribution without cookies
Real-time streaming dashboards
Explore LR Insight
insight.ts

const data = await client.analytics.query({

range: "30d",

metrics: ["devices", "sessions"]

})


// => { devices: 14892, sessions: 48201 }

05

LR Intel

Threat Intelligence

Risk scoring, federated threat feeds, botnet detection, and anomaly alerting. Know your threat surface before damage occurs.

Suspect scoring engine
Federated threat intelligence
Anomaly alerting and webhooks
IP/device blocklist management
Explore LR Intel
intel.ts

const threat = await client.threat.assess(id)


// => {

// risk_score: 0.12,

// level: "low",

// flags: [],

// recommendation: "allow"

// }

Security & Compliance

Enterprise-grade trust infrastructure

Purpose-built for security-conscious teams. Learn more →

SOC 2 Type II

In Progress

GDPR

Designed for Compliance

ISO 27001

Aligned

Encryption

AES-256 / TLS 1.3

Self-Hosted Option

Your Infrastructure

Free Tier

10K IDs/month

Developer Experience

Built for developers
who ship fast

TypeScript-first — full type coverage
React, Vue, Svelte, Next.js, vanilla JS
Webhook events for real-time alerts
REST API + server-side SDKs
Self-hosted or cloud deployment
Comprehensive docs + sample repos
Read the docs
app.ts

$ npm install @lightningresearch/sdk


import { LightningResearch } from '@lightningresearch/sdk'


const client = new LightningResearch({

apiKey: process.env.LR_API_KEY

})


const result = await client.identify()


// => {

// deviceId: 'fp_9k2x...mR4',

// confidence: 0.995,

// risk: { level: 'low', score: 0.02 }

// }

Comparison

Why teams switch to
Lightning Research

Hardware-level signals, faster response times, and capabilities others don't offer.

Feature
LRDefender
Cookie-Based
Cross-Browser Persistence
GPU-Level Fingerprinting
Signals Collected
90+
15-20
Incognito Persistence
Limited
AI Agent Detection
VPN/Proxy/Tor Detection
Limited
ML Bot Detection
Basic
Federated Threat Intel
Self-Hosted Option
Real-time Webhooks
Free Tier
10K/mo
Varies

Why It Works

Technical proof,
not marketing claims.

We believe the best way to evaluate device intelligence is to test it yourself. Try the live playground — no signup required.

90+

Device Signals

GPU timing, WebGL rendering, canvas, audio context, hardware specs, and dozens more — all collected in under 40ms.

24

Character Device ID

A cryptographic SHA-256 fingerprint computed from GPU, canvas, audio, and hardware signals — unique to each device, persistent across sessions.

5

Integrated Products

Fingerprinting, network intelligence, bot detection, analytics, and threat intelligence — all from one API key and one dashboard.

FAQ

Common questions

LRDefender helps fraud, product, and engineering teams stop account takeover, payment fraud, bot attacks, multi-accounting, promo abuse, paywall bypass, and more — all with one platform and one API.

We collect 90+ browser, hardware, and behavioral signals — GPU renderer, WebGL pipelines, canvas rendering, audio context, screen properties, and more — to generate a unique, persistent device identifier without cookies.

Yes. Our GPU-level fingerprinting creates the same device ID whether the user visits from Chrome, Firefox, Safari, or Brave. This is our core technical differentiator.

We collect no personally identifiable information. The system is designed for GDPR and CCPA compliance. SOC 2 Type II certification is in progress, and our architecture is ISO 27001 aligned.

Our fingerprinting persists through incognito mode because we use hardware-level signals (GPU, audio context) that don't change between sessions.

Average response time is 37ms. Fingerprint collection, analysis, and risk scoring happen in parallel to minimize latency impact on your users.

Enterprise customers can deploy the entire stack on their own infrastructure. No data ever leaves your network. We support AWS, GCP, Azure, and on-premise.

Free tier includes 10,000 identifications per month. Pro starts at $99/mo with 100K IDs. Enterprise is custom with unlimited volume, dedicated SLA, and on-premise options. No credit card required to start.

Get Started

Stop fraud today.
Ship with confidence.

Free tier includes 10,000 identifications per month. No credit card required. Deploy in under 2 minutes.