Cyber AI Leader Recognizes Excellence in Technical, Cyber and Sales Expertise Across its Global Channel Community

Darktrace data shows U.S. yielded most incidents out of transport and logistics sector globally between March - September 2022

Partnership Spans Attack Surface Management (ASM) Technology, Security Testing, and Reconnaissance Training

Presentations Cover Hardening the Attack Surface for the City of Las Vegas and An Outcome Based Approach to Cyber Security

Phishing Scheme Attempted to Leverage Legitimate Government Site for Solicitation of Fake Philanthropic Donations

Darktrace Lauded as Cutting-Edge Cyber AI Organization and Market Leader in Enterprise Security

Darktrace Federal Accelerating Cyber AI to Defend U.S Government National Security

Speaking at the Royal United Services Institute, Poppy Gustafsson OBE called Russia’s Invasion of Ukraine ‘a Turning Point’ in Cyber Warfare

Company Targeted by ‘BumbleBee’, a Sophisticated Malware Loader

University Targeted by ‘PrivateLoader’, a Pay-Per-Install Malware Distribution Service

Attackers Used Fake Microsoft Branding and Company Research to Pose as Employees in Targeted Phishing Campaign

Recruitment Industry Focuses on Cyber Defense Against Backdrop of Great Resignation

CISO of Dordogne Hospital Group says Detection is no Longer Enough; Autonomous Response is Vital for Containing Attacks

Attackers Caught Using Email Credentials of C-Level Executives

Darktrace integrates with Zscaler, Okta, and Duo Security to enhance zero trust with increased visibility and response

Supply Chain Impersonation Attacks Slipped Past Other Email Security Tools Before Being Caught by AI

Employee at Global In Vitro Diagnostics Company Appears to Attempt to Sell Intellectual Property and Medical Supplies on Darknet

Company Device Caught Making Connections to Unusual Host in Attempted Compromise

Open Investigations Piece Together Virtually Distant, Cross-Entity Signs of Compromise Across a Business

Self-Learning AI Interrupted Cyber-Attack That Opened the Door to Potential Data Exfiltration, Ransomware and Supply Chain Attacks While CISO Out of Office

Darktrace Patent Filings Demonstrate Advances in Cyber Security, as Related Innovation in Tech Industry Dropped

AI Augments Security Teams as Flexible Work Arrangements and the ‘Great Resignation’ Inadvertently Increase Cyber Risk

Cyber AI Leader Recognizes Excellence in Technical, Cyber and Sales Expertise Across its Global Channel Community

Darktrace data shows U.S. yielded most incidents out of transport and logistics sector globally between March - September 2022

Partnership Spans Attack Surface Management (ASM) Technology, Security Testing, and Reconnaissance Training

Presentations Cover Hardening the Attack Surface for the City of Las Vegas and An Outcome Based Approach to Cyber Security

Phishing Scheme Attempted to Leverage Legitimate Government Site for Solicitation of Fake Philanthropic Donations

Darktrace Lauded as Cutting-Edge Cyber AI Organization and Market Leader in Enterprise Security

Darktrace Federal Accelerating Cyber AI to Defend U.S Government National Security

Speaking at the Royal United Services Institute, Poppy Gustafsson OBE called Russia’s Invasion of Ukraine ‘a Turning Point’ in Cyber Warfare

Company Targeted by ‘BumbleBee’, a Sophisticated Malware Loader

University Targeted by ‘PrivateLoader’, a Pay-Per-Install Malware Distribution Service

Attackers Used Fake Microsoft Branding and Company Research to Pose as Employees in Targeted Phishing Campaign

Recruitment Industry Focuses on Cyber Defense Against Backdrop of Great Resignation

CISO of Dordogne Hospital Group says Detection is no Longer Enough; Autonomous Response is Vital for Containing Attacks

Attackers Caught Using Email Credentials of C-Level Executives

Darktrace integrates with Zscaler, Okta, and Duo Security to enhance zero trust with increased visibility and response

Supply Chain Impersonation Attacks Slipped Past Other Email Security Tools Before Being Caught by AI

Employee at Global In Vitro Diagnostics Company Appears to Attempt to Sell Intellectual Property and Medical Supplies on Darknet

Company Device Caught Making Connections to Unusual Host in Attempted Compromise

Open Investigations Piece Together Virtually Distant, Cross-Entity Signs of Compromise Across a Business

Self-Learning AI Interrupted Cyber-Attack That Opened the Door to Potential Data Exfiltration, Ransomware and Supply Chain Attacks While CISO Out of Office

Darktrace Patent Filings Demonstrate Advances in Cyber Security, as Related Innovation in Tech Industry Dropped

AI Augments Security Teams as Flexible Work Arrangements and the ‘Great Resignation’ Inadvertently Increase Cyber Risk

Company Recognized for Having “the Best Underlying Technology for Achieving Remarkable Product and Customer Success While Driving Future Business Value”

Most Targeted Industry Shifts From the Financial and Insurance Sector in 2020

Sir Robert McAlpine Says AI Stops an Average of 18,000 Email Attacks Against the Company Every Month

AGM Statement by Darktrace Chairman Gordon Hurst

Customer Base in Latin America Grows by 45% Since the Beginning of 2020

Organizations deemed vital to the United States turn to autonomous technology to fight back against a new era of cyber-threats

AWS Foundational Technical Review recognizes the strength of Darktrace’s new serverless architecture

Business-Critical Cloud and Collaboration Applications Are the Target

Accelerated Demand for Cyber AI Across the Country

AI Designed to Neutralize Ransomware Attacks Receives Industry Recognition

AI Enables Proportionate Response to Neutralize Ransomware and Build Resilience

Cyber AI Leader Extends Current Partnership with McLaren Racing

Study by MIT Technology Review Finds Businesses Expect Offensive AI

Cyber AI Leader Commended Twice in 2021 Cyber Security Global Excellence Awards

Darktrace Hosts 2021 Cyber AI Forum Where Global Industry Experts Discuss the New Era of Cyber-Threats

Darktrace Customers Declare its Autonomous Approach a Game Changer

Autonomous Cyber AI Protects Today’s Distributed Workforce From New-Era Threats

Formula 1 team uses AI to protect car update data from advanced email attacks

Cyber AI Leader Garners National Recognition for Innovation in Email Security

New AI Innovations Mitigate Risk of Decentralized Working and Augment Security Teams

Black Hat Talk Shares How AI Tipped Off Security Teams to Nation-State Activity

Critical Minerals Supplier Selects Cyber AI in Anticipation of Nation-State Attacks

Market-Leading Cyber AI & Autonomous Response Can Now Be Trialed from the Comfort of Your Home

Study Finds “AI-Fueled Attacks Are Not Just Sci-Fi”

Darktrace Becomes the Official AI Cyber Security Partner of McLaren Racing

Catherine Graham Appointed as Chief Financial Officer

Account Hijacking, Email Spoofing, and Targeted Attacks Stopped

Poppy Gustafsson Honored at Prestigious Awards Ceremony

Darktrace Technology Recognized at the Lloyds Bank National Business Awards 2019

World-leading Cyber AI Company One of Britain’s Fastest Growing Tech Companies For Second Year Running

Major Upgrade Part of New ‘Cyber AI Platform’

Augments Human Security Teams Reducing Time to Triage by 92%

Legal Tech Firm Embraces Darktrace to Boost Compliance

World’s First Cyber AI Response Technology Recognized for Innovation

Sole Winner in Compliance Category at 2019 Fortress Cyber Security Awards

Country Life Vitamins Embraces AI to Fight Back Against Cyber-Attacks

Royal Air Forces Association Arms Up with AI Cyber Defense

Awarded 7 Stevies for Innovations in AI and Cyber Defense

Sensitive Data and Cloud Infrastructure Defended by Cyber AI

Berry Gardens Uses AI for Food Safety

Critical Research Protected with Autonomous Response Technology

Darktrace Defends 5 Million Patient Records

Darktrace Protects Data of 80,000 City of Westland Residents

500 Companies Trust AI to Fight Back Against Cyber Threats in Seconds

Cyber AI Leader Recognized for its Collaboration with Orio al Serio International Airport

Cyber AI Leader Recognized for Defense Across all Environments

Cyber AI Leader Ranks Ninth

Cyber AI “Vital” for Protecting Critical Services

Kasanova Gains Unparalleled Visibility Across Entire Digital Infrastructure

Darktrace Cloud and Industrial Win Gold

Market Research Leader Guards Valuable Data with Enterprise Immune System

Cyber AI Defends Phoenix Pharmahandel’s Patient Contacts from Falsified Medicines

Leading Dental Support Organization Saves Time and Resources with Darktrace Cyber AI

World-Leading Cyber AI Company Named One of Britain’s Fastest Growing Tech Companies

Canadian Energy Provider Fights Early-Stage Threats with Cyber AI

University Federal Credit Union Defended by Darktrace’s Autonomous Response AI

Enterprise Immune System Defends EPIC Group’s Intellectual Property

Darktrace AI Integrates with EndaceProbe Analytics Platforms for Rapid Investigation with Definitive Forensic Evidence

Enterprise Immune System Defends Hong Kong University of Science and Technology Against Advanced Attacks

French IT Leader Catches Stealthy Cyber-Threats with Enterprise Immune System

Vitruvian Leads New Funding Round

Darktrace Cloud Recognized for its Innovation and Success

More Organizations Fight Back with Autonomous Response AI as Antigena v2 Announced

World-Leading Cyber AI Company Named One of Britain’s Fastest Growing Tech Companies

Proud to Showcase Opportunities in the Technology Sector

Enterprise Immune System Defends Digital Infrastructure and IoT

Innovating Capital Eradicates Blind Spots in the Cloud with World-Leading Cyber AI

Cyber AI Leader Bolstered by Market Adoption of Autonomous Response Technology

AWS, Azure, Office 365, Salesforce, and Google Cloud Among the Cloud Platforms and Applications Supported

Deploys Enterprise Immune System for AI Cyber Defense

Waverton Fights Back Against Cyber-Threats in Real Time with Darktrace AI

Monadnock Regional School District Selects Darktrace Cyber AI

World Leading Cyber AI Company Selected from Over 900 Nominees

Enterprise Immune System Secures Tech Behind Drone Steering and Autonomous Vehicles

AI Takes Two Seconds to Fight Off Fast-Moving Threats Including Ransomware

Enterprise Immune System Protects Municipality from Advanced Attacks

Industrial Immune System Stops Cyber-Attackers from Damaging Critical UK Port

Outstanding International Growth Recognized in Second Queen’s Award

CEO Nicole Eagan Discusses Scope of Cyber-Threat at The Wall Street Journal D.Live Asia

Receives Coveted Accolade from CDM InfoSec Awards

New Update Empowers Teams to Thoroughly Triage Incidents and Neutralize Threats While on the Move

Darktrace Defends Organization’s 100+ Sites and 264,000+ Members from Advanced Threats

The Enterprise Immune System Protects Reality Television IP

Recognized by Tech Tour Growth 50 For Innovation, Impact, and Growth

Enterprise Immune System Deploys in kbro

QT Ultrasound Deploys Enterprise Immune System for Cyber Defense

Recognized as One of UK’s “Most Exciting Tech Businesses” Due to Stellar Growth

Darktrace Lauded for its AI Cyber Defense Technology; Joins Apple, Amazon, Netflix, and Instagram on Prestigious Ranking

Deploys Enterprise Immune System for AI Cyber Security with Managed Service Provider The Missing Link

Enterprise Immune System Protects Personal Information of Over 450,000 Canadian Citizens

Leading Alternative Banking Service Deploys Enterprise Immune System to Defend Against Sophisticated Cyber-Threats

Enterprise Immune System Defends Heads of States’ Data at Premium Hotel Group

Enterprise Immune System Defends Regional Government from Sophisticated Cyber-Attacks

Britain’s Best Selling Computer Embraces Enterprise Immune System for Cyber Defense

Joins Over 50 Law Firms That Lead the Charge in Applying Proven AI for Cyber Defense

The Enterprise Immune System Defends Critical Medical Equipment and Sensitive Patient Data at Penn Highlands Healthcare

Darktrace Empowers Educational Center to Detect and Stop Cyber-Threats in Real Time

CB Insights Selects Enterprise Immune System From Over 1,000 Technologies

World-Leading Autonomous Response Technology Fights Back Against Unknown Cyber-Threats

DynaLIFE Medical Labs Deploys the Enterprise Immune System

Deploys Enterprise Immune System for AI Cyber Defense

James McGinnigle of Marshall Wace Named ‘CISO of the Year’

Darktrace’s Revenue Potential Recognized with ‘Rising Star’ Accolade

Enterprise Immune System Adopted by Leading Organizations Across the Region

Receives Prestigious Prize at Sunday Times Hiscox Tech Track 100 Awards Dinner

Poppy Gustafsson Wins Coveted Accolade at City A.M.

Enterprise Immune System Defends TRJ Telecom

New Business Unit and Technology Updates Launched in Wake of Warnings and Requirements Issued by U.S. and EU

Universidad de Las Américas Puebla Deploys Enterprise Immune System

TRJ Télécom, Energy+, and Pizza Pizza Join Growing List of Customers

Enterprise Immune System Halts In-Progress Cyber-attack Aimed at Subduing Entire Network

Artificial Intelligence Defends Sensitive Client IP at Leading Pharma Manufacturer

Enterprise Immune System Empowers ZPower to Remediate Threat Within Minutes

Enterprise Immune System Recognized at NetEvents’ IoT and Cloud Innovation Awards

Proven AI Technology Autonomously Responds to Emerging Attack Within Seconds

H&M International Transportation Deploys Enterprise Immune System

Lockyer Valley Deploys Enterprise Immune System

Enterprise Immune System Honored with Four Awards at the Golden Bridge Awards®

Nicole Eagan Wins Information Age’s Tech Leaders Award

Joins Forces with the Challenge’s Trusted Community of Organizations to Tackle the Cyber Talent Shortage

Named UK’s Third Fastest-Growing Tech Company

Régie des Transports Métropolitains in Aix-Marseille-Provence Embraces Enterprise Immune System for Cyber Defense

Enterprise Immune System Empowers Leading Web Personalization Company to Defend its Network Against Cyber-Threats

Business Delegation Begin a 3-Day Tour Starting in Tokyo

KB Life Insurance Deploys Enterprise Immune System to Safeguard Customer Data

MetroPath Embraces Disruptive AI Technology to Defend Against Fast-Moving Cyber-Threats

Major Productivity Boost for Novice & Expert Analysts and Executives

Cliffe Dekker Hofmeyr, Massmart, and Lewis Group Among Organizations Embracing Disruptive AI Technology for Cyber Defense

Darktrace “Powering an Entire Cyberdefense Strategy With AI and Machine Learning” with its Product Offering “Well Ahead of the Game”

Accelerates Adoption of Disruptive AI Technology for Cyber Defense in Japan

Aqua-Leisure Industries Protects Sensitive Client Data with Enterprise Immune System

Arms APAC Organizations with Disruptive AI for Cyber Defense; Leverages CITIC Telecom CPC’s Domain Expertise and Extensive Client Base

Wins Prestigious Award at The Computing Digital Technology Leaders Awards

Enterprise Immune System Honored at IT World Awards for Innovation

Multiple Compromises Detected and Mitigated by Enterprise Immune System and Synoptek’s Cyber Security Experts

MACOM Proactively Manages Cyber Risk During M&A Deal

Autonomous Response Technology Wins Prestigious CogX AI Innovation Award

Darktrace Lauded for its Innovation, Growth and Investor Backing; Recognized as ‘Emerging Leader’

‘The Oscars of The Technology Industry’ Recognize Darktrace’s Entrepreneurial Team for its Vision, Strategy and Innovation

Global Educational Organisation Uses Darktrace AI to Defend Complex Network

Named One of Three Companies in the Running for UK’s Most Prestigious National Prize for Engineering Innovation

Extols Its Market Presence As “Well Ahead of Peers”

Enterprise Immune System Detects Emerging Cyber-Threats in Real Time

The Enterprise Immune System Named ‘Security Innovation of the Year’

Break-through AI Technology Detects and Contains WannaCry Attack at NHS Agency Before Damage is Inflicted

Leads the Pack in Leveraging Transformative AI Technology for Cyber Defense

Named Most Innovative Tech Company of the Year

Fast-Tracks AI Cyber Defense Platform to Utilities, Oil and Gas Industry

Wins Coveted Accolade in Recognition of its Technological Advantage and Outstanding Growth

Top Asia School Benefits From Flexible IT Policy While Keeping Network Safe with Enterprise Immune System

30,000 In-Progress Threats Detected Across 2,400 Deployments

Premier Healthcare Provider Deploys Enterprise Immune System for Cyber Defense

Customers Harness AI to Autonomously Fight Back Against In-Progress Threats

Over 500 Deployments of the Enterprise Immune System in Strategic Region

Wins Prestigious Cambridge Business Weekly Award

City of Las Vegas and Truckee Public Utility District Join Darktrace ICS Customers

World Leader in Dried Fruit Manufacturing Deploys Enterprise Immune System

French IT Systems Specialist Selects Darktrace

Selects Enterprise Immune System for Cyber Defense

Recognized by Tech Tour Growth 50 for its Achievement and Impact

Cyber Defense Leader Also Recognized As Most Innovative Security Company

Energy+ Deploys Enterprise Immune System

Enterprise Immune System Honored at Cyber Security Excellence Awards

Enterprise Immune System Recognized as Most Innovative Technology by Business Intelligence Group

Nicole Eagan Receives Prestigious Recognition by Business Insider

Deploys Enterprise Immune System As Only Self-Learning Technology To Detect Cyber Threats As They Emerge

Leading Insurance Company Deploys Enterprise Immune System

Nicole Eagan Selected for Prestigious Honor

Techworld Names Darktrace The Hottest Machine Learning Company in the UK

Darktrace’s Enterprise Immune System Dominating the Retail Industry

2,000 Deployments of the Enterprise Immune System

CB Insights Selects Darktrace As Leading AI Company

Apave Deploys Enterprise Immune System

Industrial Immune System Teams with Leading Process Controls Company

Enterprise Immune System Wins Detection and Mitigation Tool Award

Chantecler Deploys Enterprise Immune System Technology

Enterprise Immune System Deployed To Protect Industry Leader In France

Self-Learning Threat Detection and Cloud Solutions Awarded Top Prizes

Bassadone Automotive Group Deploys Enterprise Immune System

Nicole Eagan Recognized at Prestigious Awards Ceremony

Parchment Deploys Enterprise Immune System

Enterprise Immune System Picks Up Another Innovation Accolade

Enterprise Immune System Deployed at Servizi in Rete 2001

KEEN, Inc. Deploys Enterprise Immune System

Spillman Technologies Selects Enterprise Immune System

Demand From Resellers For Enterprise Immune System Technology Surges

Enterprise Immune System Detects Over 18,000 Serious Cyber Incidents

Leading Publisher Giunti Editore Deploys Enterprise Immune System

Record Quarter As Demand For Enterprise Immune System Technology Booms

Global Company Blackhawk Network Deploys Enterprise Immune System

Darktrace Wins ‘Europe’s Allstar Company’ at Investor Allstars Awards

Six Case-Study Threats Detected By Enterprise Immune System

Enterprise Immune System Teams With Aerospace, Defense and Security Leader

Enterprise Immune System Extends Visibility to 100% Cloud Environments

Enterprise Immune System Extends In Middle East

Visibility for Salesforce.com, Google Apps, and Office 365 Now Available

Enterprise Immune System Extends Across AGC’s Multi-Vertical Multi-Country Customer Base

Enterprise Immune System Deployed at Premier Provider of Billing and Payment Solutions

The Companies Will Develop Cyber Solutions For The Internet Of Things

Leading Manufacturer Of High-Quality Bicycles And Apparel Deploys Enterprise Immune System

Enterprise Immune System Detects 16,000 Serious Cyber Incidents Across 1,200 Deployments

TenEleven Ventures, SoftBank-Affiliated Fund Also Join Existing Investors Invoke Capital and Summit Partners

Enterprise Immune System Wins Internet of Things Solution Award

Enterprise Immune System Hailed Amongst World’s Best IT Innovations

Nicole Eagan Honoured At Prestigious Awards Ceremony

Enterprise Immune System Addresses Security Challenge In Mexico And Beyond

Enterprise Immune System Celebrates Double Victory in APAC

Enterprise Immune System Hailed Amongst Europe's Top Technology Innovations

Enterprise Immune System Equips Security Experts In Fight Against Targeted Threats

SC Magazine Awards Recognize Darktrace

Fastest-Growing Cyber Defense Company Opens Canadian Office

Darktrace’s Enterprise Immune System Helps Protect HBG Gaming

Cyber Defense Company Takes Enterprise Immune System to Japan, South Korea & Taiwan

Government Technology Specialist Alan Wade Joins Advisory Board

Major Californian Charity Defends Critical Information with Enterprise Immune System

Enterprise Immune System Receives Queen’s Award

Leading Cyber Defense Company Achieves Leap 100 Status

Steelcase’s Stuart Berman Joins Darktrace at InfoSec World Conference to Discuss the Future of Cyber Defense

Silent and Deadly Threats Uncovered By Enterprise Immune System

UK Service Provider Embraces Next-Generation Cyber Technology

Enterprise Immune System Triumphs at Awards for Second Year Running

New Era of Machine-On-Machine Attacks – Digital Antibodies Launched

Enterprise Immune System Honored at RSA Conference 2016

Enterprise Immune System Wins Another Industry Accolade

Leading APAC Telco Deploys Darktrace Self-Learning Technology for Stronger Cyber Defense

Enterprise Immune System Runs in Third-Party Clouds with Darktrace’s OS-Sensors

Enterprise Immune System Benefits from Added Visibility of Virtual Machine Traffic

750 Installations of the Enterprise Immune System

Enterprise Immune System Provides Fundamental Innovation for Cyber Defense and Insider Threat Detection

Expert Judges Select Darktrace As One Of The UK’s Most Innovative Businesses

US IT Service Provider Selects Darktrace’s Technology To Step Up Cyber Security

Fastest-Growing Cyber Defence Company Adds Mumbai And Bangalore Offices As It Accelerates Growth in Asia-Pacific

Enhanced Detection, Collaboration and Reporting Features, and Better Integration

Strategic Partnership Extends Enterprise Immune System Technology Across Scandinavia and Worldwide

Security Project With Darktrace Named ‘IT Initiative Of The Year’

Self-Learning Technology Deployed At Major Canadian Car Company

Self-Learning Technology Deployed at Prestigious UK Service Provider

Enterprise Immune System Helps Protect Major US Telecommunications Provider

UK Law Firm Uses Self-Learning Cyber Defense Technology

Enterprise Immune System Best In UK New Technology Business

Open Energi Selects Enterprise Immune System Technology

Enterprise Immune System Chosen To Protect Leading US Department Store Chain

Enterprise Immune System Helps Protect Top Cosmetics Company’s Intellectual Property

Enterprise Immune System Named ‘Best Enterprise Security Solution of the Year’

Gold Stevie® Winner of International Data Protection and Security Solution

London Fund Selects Darktrace Technology As Part of Proactive Defense Strategy

Industrial and Enterprise Immune Systems Offered to Sentinel’s Growing U.S. Customer Base

The World’s Most Innovative Companies Are Honored By The World Economic Forum

Darktrace will assist the Prime Minister on a trip to promote the United Kingdom as a leader in the field of cyber security

Series B Funding Follows Exceptional Growth Year

Enterprise Immune System Boosts Cyber Security at CreaCard

'Enterprise Immune System' Technology to Feature At Gartner Security and Risk Management Summit in Tokyo

The Information Technology Industry’s Coveted Hot Companies and Best Products Award Winners and Finalists from all over the world were honored by Network Products Guide in San Francisco on June 29, 2015

Strategic Partnership to Extend 'Enterprise Immune System' Across Asia-Pacific and Oceania

Real-Time Cyber Threat Detection for SCADA Now Available

The Security Industry’s Coveted Global Excellence Award Winners and Finalists from all over the world were honored by Info Security Products Guide in San Francisco on April 20, 2015

Vendors Selected for Being Innovative, Impactful and Intriguing

Cyber Security Company Triples Staff in a Year and Extends Operations to Asia Pacific

Enterprise Immune System technology to be integrated in BT’s security offerings

Demand for Enterprise Immune System Approach to Cyber Security is Growing in Italy

British partnership brings together Enterprise Immune System with Expert Human Analysis and Remediation

Machine Learning Approach Works with SCADA

Enterprise Immune System provides DNK with real-time, actionable cyber intelligence

Innovative British Cyber Defense Company Accelerates Expansion with U.S. Headquarters

Darktrace Named Enterprise Start-Up of the Year

Mathematics and Machine Learning Approach for Cyber Defense Earns Prestigious Recognition

Enterprise Immune System Provides Visibility and Early Threat Detection to Top UK Rail Operator

Innovative Security Project of the Year Nominated for Award

Strong Adoption of Technology Proves Machine-Learning Approach Works