AI-Powered Document Presentation Attack Detection

ID Document Liveness Detection SDK

Protect your digital onboarding process with AI-powered ID Document Liveness Detection SDK that verifies whether an identity document is physically present and authentic before verification begins. Detect screen replays, printed copies, portrait substitution, and sophisticated presentation attacks with fast, passive, and enterprise-ready document liveness verification.



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Trusted by financial institutions, FinTech’s, governments, telecom providers, and enterprises worldwide.

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WHY ORGANIZATIONS TRUST RECOGNITO

Trusted by Enterprises for Secure Document Liveness Detection

Recognito’s ID Document Liveness Detection SDK is designed to help organizations strengthen identity verification by combining enterprise-grade security, flexible deployment, developer-friendly integration, and scalable performance. Whether you’re protecting digital onboarding, eKYC workflows, or remote identity verification, Recognito delivers a reliable solution that integrates seamlessly into modern identity ecosystems.

Enterprise-Ready SDK

Enterprise-Ready SDK

Fast & Developer-Friendly Integration

Fast & Developer-Friendly Integration

Flexible Deployment Options

Flexible Deployment Options

Cross-Platform Compatibility

Cross-palteform

Enterprise Security & Compliance

Enterprse

Identity Verification Ecosystem

identity
INTELLIGENT DETECTION CAPABILITIES

Advanced AI-Powered Document Liveness Detection

Recognito’s ID Document Liveness Detection SDK uses advanced AI to detect document presentation attacks before identity verification begins. From screen replay attempts and printed copies to portrait substitution and other sophisticated spoofing techniques, the SDK performs passive analysis to help organizations verify that an identity document is physically present and suitable for trusted digital onboarding.








01

Passive Document
Liveness Detection

Verify document authenticity without adding friction to the user experience.

Passive Verification

AI verified document authentically
in the background.

Frictionless User Experience

No extra steps or actions required from the end user.

Real-Time Analysis

Documents are analyzed instantly to deliver fast verification results.


02

Presentation Attack Detection (PAD)

Identify sophisticated attempts to bypass document verification.

Automated Decisioning

Get clear recommendations to approve, review, or reject identity verification instantly.

Fraud Prevention

Reduce false approvals and block fraudulent identities with accurate AI-powered.

Seamless Integration

Easily integrate decision results into your workflow via API for automated onboarding.


03

Screen Replay & Display Attack Detection

Detect identity documents displayed on phones, tablets, laptops, and other digital screens.

Multi-Device Detection

Protects against identity documents displayed on smartphones, tablets, laptops, and monitors.

Advanced Display Analysis

AI detects pixel patterns, moiré effects, refresh rate inconsistencies, and screen artifacts.

Stronger Fraud Prevention

Blocks digital display attacks early to ensure only authentic physical documents are accepted for verification.


04

Printed Copy & Document Reproduction Detection

Differentiate genuine identity documents from printed reproductions and copied materials.

Printed Copy Detection

Accurately identifies printed or copied documents that attempt to bypass verification.

Document Reproduction Analysis

Detects subtle differences in printing, texture, and security elements.

Enhanced Fraud Protection

Adds an essential layer of security to prevent presentation-based identity fraud.


05

Portrait Substitution Detection

Detect manipulated identity documents with altered or replaced portrait images.

Portrait Integrity Analysis

AI evaluates facial regions and document elements to ensure the portrait is authentic and untampered.

Manipulation Detection

Detects replaced, edited, or tampered facial and document elements using visual and AI-powered analysis.

Stronger Identity Assurance

Reduces identity fraud by blocking manipulated documents before proceeding to facial verification.


06

AI Risk Scoring & Decision Engine

Deliver intelligent confidence scores to support automated identity verification decisions.

Automated Decisioning

Get clear recommendations to approve, review, or reject identity verification instantly.

Fraud Prevention

Reduce false approvals and block fraudulent identities with accurate AI-powered decisions.

Intelligent Risk Scoring

AI assigns a dynamic risk score based on multiple detection signals and confidence levels.

01

Passive Document
Liveness Detection

Verify document authenticity without adding friction to the user experience.

Passive Verification

AI verified document authentically
in the background.

Frictionless User Experience

No extra steps or actions required from the end user.

Real-Time Analysis

Documents are analyzed instantly to deliver fast verification results.

02

Presentation Attack Detection (PAD)

Identify sophisticated attempts to bypass document verification.

Automated Decisioning

Get clear recommendations to approve, review, or reject identity verification instantly.

Fraud Prevention

Reduce false approvals and block fraudulent identities with accurate AI-powered.

Seamless Integration

Easily integrate decision results into your workflow via API for automated onboarding.

03

Screen Replay & Display Attack Detection

Detect identity documents displayed on phones, tablets, laptops, and other digital screens.

Multi-Device Detection

Protects against identity documents displayed on smartphones, tablets, laptops, and monitors.

Advanced Display Analysis

AI detects pixel patterns, moiré effects, refresh rate inconsistencies, and screen artifacts.

Stronger Fraud Prevention

Blocks digital display attacks early to ensure only authentic physical documents are accepted for verification.

04

Printed Copy & Document Reproduction Detection

Differentiate genuine identity documents from printed reproductions and copied materials.

Printed Copy Detection

Accurately identifies printed or copied documents that attempt to bypass verification.

Document Reproduction Analysis

Detects subtle differences in printing, texture, and security elements.

Enhanced Fraud Protection

Adds an essential layer of security to prevent presentation-based identity fraud.

05

Portrait Substitution Detection

Detect manipulated identity documents with altered or replaced portrait images.

Portrait Integrity Analysis

AI evaluates facial regions and document elements to ensure the portrait is authentic and untampered.

Manipulation Detection

Detects replaced, edited, or tampered facial and document elements using visual and AI-powered analysis.

Stronger Identity Assurance

Reduces identity fraud by blocking manipulated documents before proceeding to facial verification.

06

AI Risk Scoring & Decision Engine

Deliver intelligent confidence scores to support automated identity verification decisions.

Automated Decisioning

Get clear recommendations to approve, review, or reject identity verification instantly.

Fraud Prevention

Reduce false approvals and block fraudulent identities with accurate AI-powered decisions.

Intelligent Risk Scoring

AI assigns a dynamic risk score based on multiple detection signals and confidence levels.


INDUSTRY APPLICATIONS

Secure Document Liveness Detection for Every Identity Verification Journey

Recognito’s ID Document Liveness Detection SDK helps organizations prevent document presentation attacks across industries where trusted identity verification is essential. From financial institutions and government agencies to healthcare providers and cryptocurrency platforms, the SDK integrates seamlessly into digital onboarding workflows to verify that identity documents are physically present before verification continues.

01

Digital Banking & Finance

Digital Banking & Finance (1) Perfect For
Digital Account


Mobile Banking


Loan Applications


Identity Verification


Card Issuance

02

FinTech & Digital Payments

FinTech & Digital Payments (1) Perfect For
Digital Wallet


BNPL


Payment Gateway


Merchant Onboarding


Platform Registration

03

Government & Digital Identity

Government & Digital Identity (1) Perfect For
Digital Identity


eGov Portals


Citizen Registry


Benefit Verification


Service Access

04

Cryptocurrency Exchanges

Cryptocurrency Exchanges (1) Perfect For
Crypto Exchange


Digital Assets


Web3 Verification


Wallet Setup


Trading Accounts

05

Telecom & SIM Registration

Telecom & SIM Registration (1) Perfect For
SIM Registration


eSIM Setup


Network Onboarding


Subscriber Check


Telecom KYC

06

Travel & Border Control

Travel & Border Control (1) Perfect For
Airport Check-In


eGates


Border Control


Visa Verification


Digital Travel Identity

07

Healthcare & Digital Patient Services

Perfect For
Patient Signup


Telemedicine


Insurance Verification


Portal Access


Digital Healthcare

08

Enterprise Workforce Verification

Enterprise Workforce Verification (1) Perfect For
Employee Setup


Contractor Check


HR Verification


Workplace Access


Vendor Signup


HOW IT WORKS

Intelligent Document Verification
From Capture to Verified Identity


01
Document Capture

Document Capture

The verification process begins when a user presents an identity document using a supported mobile device, web camera, or desktop application. The SDK automatically captures a high-quality image while guiding users to position the document correctly for accurate analysis.



02
Image Quality Assessment

Image Quality Assessment

Before performing liveness analysis, the SDK evaluates image quality to ensure the document is suitable for verification. Factors such as blur, glare, lighting, focus, and document visibility are assessed to improve accuracy and reduce verification failures.



03
Document Localization

Document Localization

The SDK identifies the document boundaries, confirms its position within the frame, and analyzes perspective to ensure the document is being presented naturally. This helps improve consistency before deeper fraud analysis begins.



04
Surface Texture & Reflection

Surface Texture & Reflection

Recognito evaluates surface characteristics that help distinguish genuine physical identity documents from reproduced or digitally displayed versions. Natural reflections, texture consistency, and visual depth contribute to the document liveness assessment.



05
Presentation Attack Detection

Presentation Attack Detection

The SDK analyzes the captured document for indicators commonly associated with presentation attacks, including screen replays, printed reproductions, portrait substitution, and other attempts to bypass identity verification using non-genuine document presentations.


Intelligent Multi-Layer Analysis

Every verification combines multiple AI-powered validation stages to provide a reliable document liveness decision while maintaining a fast, passive, and frictionless user experience.

Passive AI Verification

Real-Time Analysis

Enterprise-Ready Performance

Enterprise-Ready Performance

 Seamless Identity Verification Integration

 Seamless Identity Verification Integration

Start with a 15-Day Free Trial

Get complete access to all SDK features and capabilities to evaluate, test, and integrate without any restrictions.



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No payment required.


Enterprise Ready

Built for Performance.
Trusted for Secure Document Verification.

ID Document Liveness Detection at Enterprise Scale

Documents Processed

Today

0
M
Documents

Per Minute

0
Verification Accuracy

OCR Accuracy

0
%
Global document
verification AI OCR engine
visualization Real-Time
Processing Enterprise License Enterprise
Scale Average Processing Time

Seconds

0

Performance

Privacy & Security

Flexible Deployment

Global Compliance

Trusted and Certified for Regulatory Compliance

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gdpr-logo
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CASE STUDIES

Real Results. Real Impact.


BANKING & FINTECH

Digital-First Bank

HOW RECOGNITO HELPED

Implemented AI-powered identity verification using Face Recognition, Face Liveness Detection, and ID Document Recognition to automate KYC and deliver a seamless onboarding experience.


RESULTS ACHIEVED

Faster customer onboarding

0
%

Reduction in fraud attempts

0
%

Increase in conversion rate

0
%

GOVERNMENT

National ID Program

HOW RECOGNITO HELPED

Deployed AI-powered face matching and document verification to automate citizen identity checks across multiple government services.


RESULTS ACHIEVED

Identities verified

0
M+

Faster identity rocessing

0
%

Verification accuracy

0
%

HEALTHCARE

Multi-Specialty Hospital Group

HOW RECOGNITO HELPED

Integrated patient identity verification using Face Recognition and ID Document Authentication into the hospital’s digital registration workflow.


RESULTS ACHIEVED

Reduction in duplicate patient records

0
%

Fewer administrative errors

0
%

HIPAA-compliant identity verification

0
%

TELECOMMUNICATIONS

National Telecom Provider

HOW RECOGNITO HELPED

Integrated Face Recognition, Face Liveness Detection, and ID Document Verification into the digital SIM registration process to automate customer verification.


RESULTS ACHIEVED

Faster SIM registration

0
%

Reduction in identity fraud

0
%

Verification accuracy

0
%

TRAVEL & BORDER CONTROL

International Airport Authority

HOW RECOGNITO HELPED

Implemented biometric face verification and document authentication to streamline passenger verification across automated border control checkpoints.


RESULTS ACHIEVED

Faster passenger processing

0
%

Automated identity verification

0
%

Improved Border Security

0
%

WORKFORCE VERIFICATION

Global Enterprise Group

HOW RECOGNITO HELPED

Integrated biometric employee verification into HR systems to automate workforce onboarding and secure workplace access.


RESULTS ACHIEVED

Faster employee onboarding

0
%

Reduced Insider Security Risks

0
%

Centralized Identity Management

0
%

RETAIL & ECOMMERCE

Leading Online Marketplace

HOW RECOGNITO HELPED

Implemented AI-powered customer identity verification during account creation and checkout for high-risk purchases.


RESULTS ACHIEVED

Reduction in fraudulent transactions

0
%

Improved Customer Trust

0
%

Faster Account Verification

0
%

CRYPTOCURRENCY & WEB3

Digital Asset Exchange

HOW RECOGNITO HELPED

Integrated biometric identity verification and document authentication into the exchange onboarding workflow.


RESULTS ACHIEVED

Faster KYC verification

0
%

Reduced Onboarding Abandonment

0
%

Enhanced AML Compliance

0
%

ACCESS CONTROL & SECURITY

Smart Commercial Campus

HOW RECOGNITO HELPED

Deployed facial authentication for secure, passwordless access across office buildings, restricted facilities, and employee entrances.


RESULTS ACHIEVED

Passwordless Building Access

0
%

Reduced Unauthorized Entrys

0
%

Improved Workplace Security

0
%


BANKING & FINTECH

Digital-First Bank

HOW RECOGNITO HELPED

Implemented AI-powered identity verification using Face Recognition, Face Liveness Detection, and ID Document Recognition to automate KYC and deliver a seamless onboarding experience.

RESULTS ACHIEVED

Faster customer onboarding

0
%

Reduction in fraud attempts

0
%

Increase in conversion rate

0
%
GOVERNMENT

National ID Program

HOW RECOGNITO HELPED

Deployed AI-powered face matching and document verification to automate citizen identity checks across multiple government services.

RESULTS ACHIEVED

Identities verified

0
M+

Faster identity rocessing

0
%

Verification accuracy

0
%
HEALTHCARE

Multi-Specialty Hospital Group

HOW RECOGNITO HELPED

Integrated patient identity verification using Face Recognition and ID Document Authentication into the hospital’s digital registration workflow.

RESULTS ACHIEVED

Reduction in duplicate patient records

0
%

Fewer administrative errors

0
%

HIPAA-compliant identity verification

0
%
TELECOMMUNICATIONS

National Telecom Provider

HOW RECOGNITO HELPED

Integrated Face Recognition, Face Liveness Detection, and ID Document Verification into the digital SIM registration process to automate customer verification.

RESULTS ACHIEVED

Faster SIM registration

0
%

Reduction in identity fraud

0
%

Verification accuracy

0
%
TRAVEL & BORDER CONTROL

International Airport Authority

HOW RECOGNITO HELPED

Implemented biometric face verification and document authentication to streamline passenger verification across automated border control checkpoints.

RESULTS ACHIEVED

Faster passenger processing

0
%

Automated identity verification

0
%

Improved Border Security

0
%
WORKFORCE VERIFICATION

Global Enterprise Group

HOW RECOGNITO HELPED

Integrated biometric employee verification into HR systems to automate workforce onboarding and secure workplace access.

RESULTS ACHIEVED

Faster employee onboarding

0
%

Reduced Insider Security Risks

0
%

Centralized Identity Management

0
%
RETAIL & ECOMMERCE

Leading Online Marketplace

HOW RECOGNITO HELPED

Implemented AI-powered customer identity verification during account creation and checkout for high-risk purchases.

RESULTS ACHIEVED

Reduction in fraudulent transactions

0
%

Improved Customer Trust

0
%

Faster Account Verification

0
%
CRYPTOCURRENCY & WEB3

Digital Asset Exchange

HOW RECOGNITO HELPED

Integrated biometric identity verification and document authentication into the exchange onboarding workflow.

RESULTS ACHIEVED

Faster KYC verification

0
%

Reduced Onboarding Abandonment

0
%

Enhanced AML Compliance

0
%
ACCESS CONTROL & SECURITY

Smart Commercial Campus

HOW RECOGNITO HELPED

Deployed facial authentication for secure, passwordless access across office buildings, restricted facilities, and employee entrances.

RESULTS ACHIEVED

Passwordless Building Access

0
%

Reduced Unauthorized Entrys

0
%

Improved Workplace Security

0
%

Customer Success

Trusted by Organizations Protecting Digital Identity Worldwide

Real experiences from businesses that rely on Recognito’s AI-powered biometric identity verification to create secure and seamless onboarding.

stars-recoginition

Head of Financial Crime

Michael Carter

stars-recoginition

Senior Solutions Architect

Priya Nair

stars-recoginition

Platform Operations Manager

Sophia Martinez

stars-recoginition

Chief Compliance Officer

Daniel Brooks

stars-recoginition

Lead Backend Engineer

Kevin Huang

stars-recoginition

Director of Product

Emma Richardson

stars-recoginition

Customer Experience Manager

Ahmed Al Mansoori

stars-recoginition

Chief Technology Officer

Olivia Bennett

stars-recoginition

Fraud Prevention Lead

Lucas Weber



stars-recoginition

Head of Financial Crime

Michael Carter

stars-recoginition

Senior Solutions Architect

Priya Nair

stars-recoginition

Platform Operations Manager

Sophia Martinez

stars-recoginition

Chief Compliance Officer

Daniel Brooks

stars-recoginition

Lead Backend Engineer

Kevin Huang

stars-recoginition

Director of Product

Emma Richardson

stars-recoginition

Customer Experience Manager

Ahmed Al Mansoori

stars-recoginition

Chief Technology Officer

Olivia Bennett

stars-recoginition

Fraud Prevention Lead

Lucas Weber

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READY TO GET STARTED?

Start Building with Recognito’s ID Document Liveness Detection SDK

Whether you’re evaluating document liveness detection for digital onboarding, exploring integration options, or preparing to deploy an enterprise identity verification solution, Recognito provides the tools, documentation, and technical resources your team needs to get started with confidence.

Book a Live Demo



Book a Demo

Integration Resources



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Explore Documentation



View Documentation

Visit our GitHub



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MORE IDENTITY VERIFICATION SOLUTIONS

Discover the Complete Recognito SDK Suite

Every identity verification journey requires multiple layers of security. Combine ID Document Liveness Detection SDK with Recognito’s AI powered biometric and document verification technologies to build secure, scalable, and enterprise ready digital identity verification workflows from a single trusted platform.

Face Recognition SDK

Verify that the person presenting an identity document is its legitimate owner using advanced facial recognition technology for identity verification, customer onboarding, access control, and secure authentication.

Face Liveness Detection SDK

Protect onboarding from spoofing attacks by confirming that a real person is physically present during identity verification using passive AI-powered liveness detection for secure and seamless authentication.

ID Document Recognition SDK

Automatically extract, validate, and process data from passports, national identity cards, driver’s licenses, and other government issued documents using intelligent OCR and AI powered document recognition.


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