Device Intelligence Solution

Device intelligence.
Uncover hidden risk.

Fresh sessions and spoofed browser profiles can hide repeat abuse. ShieldLabs recognizes devices and detects masking and automation, helping you protect accounts while trusted users keep moving.

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Recognize the device

Connect browser visits with a fingerprint-based Device ID.

Reveal browser masking

Uncover anti-detect browsers and inconsistent device details.

Detect automated bot activity

Expose scripted browsers behind signups, sign-ins and other activity.

Understand account activity

Get ready-made account abuse detections with linked users and devices.

Device fingerprinting

A fingerprint behind
every browser visit.

ShieldLabs returns a Device ID with each identification. Recognize returning visitors across sessions, cleared cookies and IP changes, with ready-made risk detections attached to the result.

Device ID5eb7-fd5c
Recognized device
VisitCookie IDPublic IP
First visite812-b603203.0.113.42
New sessione812-b603198.51.100.23
Cookies cleared92a1-c847198.51.100.23
Device evidence links these visits to the same history.

99.9% identification accuracy

Keep device recognition dependable around return visits and customer access.

Device, visitor and session context

Read separate identifiers for the device, visitor, cookie and session. Understand how visits relate without collapsing them into one field.

Desktop and mobile web

Collect browser evidence through one snippet or a client SDK across modern desktop, tablet and mobile browsers.

Environment integrity

Detect disguised environments.
Protect legitimate access.

Disguised device details can make repeated activity look new. ShieldLabs detects anti-detect and anti-fingerprinting browsers to help protect trials, subscriptions and customer accounts.

Browser environment

Browser
Chrome
Operating system
Windows
Device type
Desktop
Risk signal
Device spoofing
Device spoofing detected

Environment integrity

Risk score90
Dangerous

Risk signals

Device spoofing
Operating system mismatch

Anti-detect browser detection

Detect characteristic inconsistencies in masked browser environments, even when the displayed profile looks ordinary.

Device spoofing and mismatches

Get ready-made device spoofing and operating system mismatch detections.

Browser and network consistency

Receive named IP and timezone mismatch detections with the identification result.

Bot detection

Detect bots.
Expose automated browsers.

Mass registrations, repeated sign-in attempts and scripted requests can resemble ordinary traffic. ShieldLabs detects browser bot activity through browser automation signals and returns a ready-made risk assessment.

Identification result

Identification ID01a10f62-8c37Device ID5eb7-fd5c-2a1bBrowserHeadless ChromiumDevice typeDesktop
Risk signalBrowser Automation
Detected
Identification risk score60Dangerous

Risk score from 0 to 100

Receive a ready-made risk score and named detections for signup and sign-in protection.

Detect headless browser usage

Detect automated scripts running in headless browsers, including those controlled with Puppeteer, Playwright or Selenium.

Source attribution for automation

Retain the channel, referrer and campaign context around automated visits to see which acquisition sources bring them.

Analytics dashboard

Investigate devices.
Understand their activity.

Find devices, linked users and completed browser automation, masking and spoofing detections in the dashboard. Traffic quality results identify the sources and campaigns bringing risky visits.

How it works

Start protecting your product.

Connect once and start receiving ready-made fraud and abuse detections.

  1. 01

    Add the snippet or SDK

    Connect your product and start identifying visitors and users.

  2. 02

    Receive ready-made detections

    Get detected fraud and account abuse in the dashboard or through API integrations.

  3. 03

    Prevent fraud and abuse

    Protect customer accounts, paid access and signup incentives in your product.

Developers

Integrate in
5 minutes.

A single API to identify, detect and score. Receive risk data through API responses and webhooks. Integrate selected data points into your business logic to prevent fraud and abuse.

identification.scored

Device Intelligence Solution

Make device risk visible.
Stop abuse of your product.

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FAQ

Understand the device
behind the activity.

What is device intelligence?

Device intelligence describes the device and browser environment behind a visit, including identifiers, system information and detected environment risks.

How does ShieldLabs device intelligence help prevent fraud?

ShieldLabs returns device context and detects automation, anti-detect browsers and spoofing. Account abuse detections and risk assessments help protect signups, account access and paid benefits.

How accurate are ShieldLabs identification and risk signals?

ShieldLabs provides 99.9% identification accuracy and 99.9% risk signal detection accuracy.

How is Device ID different from Visitor ID?

Device ID identifies the device; Visitor ID identifies the visitor. Both are included in the identification result alongside cookie and session identifiers.

Does changing an IP address create a new Device ID?

No. ShieldLabs recognizes returning devices through IP changes and provides separate IP and network intelligence with the identification result.

Which device risk signals does ShieldLabs detect?

Signals include anti-detect browsers, device spoofing, browser automation and operating system mismatches. They appear alongside the risk score and the browser, operating system and device type in the identification result.

How does device intelligence help detect account abuse?

Device and visitor context connects account activity across visits. Ready-made high-risk events detect multi-accounting, account sharing, impossible travel and account takeover. Event confidence is separate from the visit’s risk score.

Does it work in mobile browsers?

Yes. The browser snippet and web client SDKs work in modern desktop and mobile browsers. This page describes browser-based device intelligence.

How do I receive device intelligence?

Add the browser snippet or client SDK. Receive Device ID, browser, operating system, device type, risk signals and risk score through API responses and webhooks, and investigate the activity in the dashboard.

How does device intelligence help protect web payments?

ShieldLabs detects browser automation, anti-detect browsers and device spoofing around checkout. Identification risk assessments and account takeover detection help protect purchase flows and customer access.