urlscan.io logo urlscan.io
SecurityTrails logo

darktrace.com Open in urlscan Pro
13.115.92.205  Public Scan

Back to summary
Submitted URL: http://darktracecommunity.com/
Effective URL: https://darktrace.com/research
Submission: On January 06 via manual from JP — Scanned from JP

Form analysis 2 forms found in the DOM

/search

<form action="/search" class="search-div w-form" style="width: 0%; display: none;"><input type="search" class="search-input w-input" maxlength="256" name="query" placeholder="Search for..." id="search" required=""><input type="submit" value="SEARCH "
    class="search-button w-button"></form>

Name: wf-form-Nav-Get-a-Demo-Form — GET 

<form id="wf-form-Nav-Get-a-Demo-Form" name="wf-form-Nav-Get-a-Demo-Form" data-name="Nav Get a Demo Form" method="get" class="form nav-get-a-demo-form" aria-label="Nav Get a Demo Form">
  <div id="w-node-_719d2c8c-8ca2-4cdb-38e3-145fb9d39545-b9d39543"><label for="Nav-Get-A-Demo-Name" class="text-body-small">Name</label><input type="text" class="text-input w-input" maxlength="256" name="Name" data-name="Name" placeholder="Name"
      id="Nav-Get-A-Demo-Name" required=""></div>
  <div id="w-node-_719d2c8c-8ca2-4cdb-38e3-145fb9d39549-b9d39543"><label for="Nav-Get-A-Demo-Email" class="text-body-small">Email</label><input type="email" class="text-input w-input" maxlength="256" name="Email" data-name="Email" placeholder="Email"
      id="Nav-Get-A-Demo-Email" required=""></div>
  <div id="w-node-_719d2c8c-8ca2-4cdb-38e3-145fb9d3954d-b9d39543"><label for="Nav-Get-A-Demo-Organization" class="text-body-small">Organization</label><input type="text" class="text-input w-input" maxlength="256" name="Organization"
      data-name="Organization" placeholder="Organization" id="Nav-Get-A-Demo-Organization" required=""></div>
  <div id="w-node-_719d2c8c-8ca2-4cdb-38e3-145fb9d39551-b9d39543"><label for="Nav-Get-A-Demo-Job-Title" class="text-body-small">Job Title</label><input type="text" class="text-input w-input" maxlength="256" name="Job-Title" data-name="Job Title"
      placeholder="Job Title" id="Nav-Get-A-Demo-Job-Title" required=""></div>
  <div id="w-node-_719d2c8c-8ca2-4cdb-38e3-145fb9d39555-b9d39543"><label for="Nav-Get-A-Demo-Phone-Number" class="text-body-small">Phone Number</label><input type="tel" class="text-input w-input" maxlength="256" name="Phone-Number"
      data-name="Phone Number" placeholder="Phone Number" id="Nav-Get-A-Demo-Phone-Number" required=""></div>
  <div id="w-node-_719d2c8c-8ca2-4cdb-38e3-145fb9d39559-b9d39543"><label for="Nav-Get-A-Demo-Country" class="text-body-small">Country</label><select name="Nav-Get-A-Demo-Country" data-name="Nav-Get-A-Demo-Country" required=""
      id="Nav-Get-A-Demo-Country" class="select-field w-select">
      <option value="">Country</option>
      <option value="US">United States</option>
      <option value="CA">Canada</option>
      <option value="AF">Afghanistan</option>
      <option value="AL">Albania</option>
      <option value="DZ">Algeria</option>
      <option value="AS">American Samoa</option>
      <option value="AD">Andorra</option>
      <option value="AO">Angola</option>
      <option value="AI">Anguilla</option>
      <option value="AQ">Antarctica</option>
      <option value="AG">Antigua and Barbuda</option>
      <option value="AR">Argentina</option>
      <option value="AM">Armenia</option>
      <option value="AW">Aruba</option>
      <option value="AU">Australia</option>
      <option value="AT">Austria</option>
      <option value="AZ">Azerbaijan</option>
      <option value="BS">Bahamas</option>
      <option value="BH">Bahrain</option>
      <option value="BD">Bangladesh</option>
      <option value="BB">Barbados</option>
      <option value="BY">Belarus</option>
      <option value="BE">Belgium</option>
      <option value="BZ">Belize</option>
      <option value="BJ">Benin</option>
      <option value="BM">Bermuda</option>
      <option value="BT">Bhutan</option>
      <option value="BO">Bolivia</option>
      <option value="BA">Bosnia and Herzegovina</option>
      <option value="BW">Botswana</option>
      <option value="BV">Bouvet Island</option>
      <option value="BR">Brazil</option>
      <option value="IO">British Indian Ocean Territory</option>
      <option value="BN">Brunei</option>
      <option value="BG">Bulgaria</option>
      <option value="BF">Burkina Faso</option>
      <option value="BI">Burundi</option>
      <option value="KH">Cambodia</option>
      <option value="CM">Cameroon</option>
      <option value="CV">Cape Verde</option>
      <option value="KY">Cayman Islands</option>
      <option value="CF">Central African Republic</option>
      <option value="TD">Chad</option>
      <option value="CL">Chile</option>
      <option value="CN">China</option>
      <option value="CX">Christmas Island</option>
      <option value="CC">Cocos Islands</option>
      <option value="CO">Colombia</option>
      <option value="KM">Comoros</option>
      <option value="CG">Republic of the Congo</option>
      <option value="CK">Cook Islands</option>
      <option value="CR">Costa Rica</option>
      <option value="HR">Croatia</option>
      <option value="CU">Cuba</option>
      <option value="CY">Cyprus</option>
      <option value="CZ">Czechia</option>
      <option value="DK">Denmark</option>
      <option value="DJ">Djibouti</option>
      <option value="DM">Dominica</option>
      <option value="DO">Dominican Republic</option>
      <option value="TL">East Timor</option>
      <option value="EC">Ecuador</option>
      <option value="EG">Egypt</option>
      <option value="SV">El Salvador</option>
      <option value="GQ">Equatorial Guinea</option>
      <option value="ER">Eritrea</option>
      <option value="EE">Estonia</option>
      <option value="ET">Ethiopia</option>
      <option value="FK">Falkland Islands</option>
      <option value="FO">Faroe Islands</option>
      <option value="FJ">Fiji</option>
      <option value="FI">Finland</option>
      <option value="FR">France</option>
      <option value="GF">French Guiana</option>
      <option value="PF">French Polynesia</option>
      <option value="TF">French Southern Territories</option>
      <option value="GA">Gabon</option>
      <option value="GM">Gambia</option>
      <option value="GE">Georgia</option>
      <option value="DE">Germany</option>
      <option value="GH">Ghana</option>
      <option value="GI">Gibraltar</option>
      <option value="GR">Greece</option>
      <option value="GL">Greenland</option>
      <option value="GD">Grenada</option>
      <option value="GP">Guadeloupe</option>
      <option value="GU">Guam</option>
      <option value="GT">Guatemala</option>
      <option value="GN">Guinea</option>
      <option value="GW">Guinea-Bissau</option>
      <option value="GY">Guyana</option>
      <option value="HT">Haiti</option>
      <option value="HM">Heard Island and McDonald Islands</option>
      <option value="HN">Honduras</option>
      <option value="HK">Hong Kong</option>
      <option value="HU">Hungary</option>
      <option value="IS">Iceland</option>
      <option value="IN">India</option>
      <option value="ID">Indonesia</option>
      <option value="IR">Iran</option>
      <option value="IQ">Iraq</option>
      <option value="IE">Ireland</option>
      <option value="IL">Israel</option>
      <option value="IT">Italy</option>
      <option value="CI">Ivory Coast</option>
      <option value="JM">Jamaica</option>
      <option value="JP">Japan</option>
      <option value="JO">Jordan</option>
      <option value="KZ">Kazakhstan</option>
      <option value="KE">Kenya</option>
      <option value="KI">Kiribati</option>
      <option value="KP">North Korea</option>
      <option value="KR">South Korea</option>
      <option value="XK">Kosovo</option>
      <option value="KW">Kuwait</option>
      <option value="KG">Kyrgyzstan</option>
      <option value="LA">Laos</option>
      <option value="LV">Latvia</option>
      <option value="LB">Lebanon</option>
      <option value="LS">Lesotho</option>
      <option value="LR">Liberia</option>
      <option value="LY">Libya</option>
      <option value="LI">Liechtenstein</option>
      <option value="LT">Lithuania</option>
      <option value="LU">Luxembourg</option>
      <option value="MO">Macao</option>
      <option value="MK">Macedonia</option>
      <option value="MG">Madagascar</option>
      <option value="MW">Malawi</option>
      <option value="MY">Malaysia</option>
      <option value="MV">Maldives</option>
      <option value="MT">Malta</option>
      <option value="MH">Marshall Islands</option>
      <option value="MQ">Martinique</option>
      <option value="MR">Mauritania</option>
      <option value="MU">Mauritius</option>
      <option value="YT">Mayotte</option>
      <option value="MX">Mexico</option>
      <option value="FM">Micronesia</option>
      <option value="MD">Moldova</option>
      <option value="MC">Monaco</option>
      <option value="MN">Mongolia</option>
      <option value="ME">Montenegro</option>
      <option value="MS">Montserrat</option>
      <option value="MA">Morocco</option>
      <option value="MZ">Mozambique</option>
      <option value="MM">Myanmar</option>
      <option value="NA">Namibia</option>
      <option value="NR">Nauru</option>
      <option value="NP">Nepal</option>
      <option value="NL">Netherlands</option>
      <option value="AN">Netherlands Antilles</option>
      <option value="NC">New Caledonia</option>
      <option value="NZ">New Zealand</option>
      <option value="NI">Nicaragua</option>
      <option value="NE">Niger</option>
      <option value="NG">Nigeria</option>
      <option value="NU">Niue</option>
      <option value="NF">Norfolk Island</option>
      <option value="MP">Northern Mariana Islands</option>
      <option value="NO">Norway</option>
      <option value="OM">Oman</option>
      <option value="PK">Pakistan</option>
      <option value="PW">Palau</option>
      <option value="PA">Panama</option>
      <option value="PG">Papua New Guinea</option>
      <option value="PY">Paraguay</option>
      <option value="PE">Peru</option>
      <option value="PH">Philippines</option>
      <option value="PN">Pitcairn</option>
      <option value="PL">Poland</option>
      <option value="PT">Portugal</option>
      <option value="PR">Puerto Rico</option>
      <option value="QA">Qatar</option>
      <option value="RE">Reunion</option>
      <option value="RO">Romania</option>
      <option value="RU">Russia</option>
      <option value="RW">Rwanda</option>
      <option value="KN">Saint Kitts and Nevis</option>
      <option value="LC">Saint Lucia</option>
      <option value="VC">Saint Vincent and the Grenadines</option>
      <option value="WS">Samoa</option>
      <option value="SM">San Marino</option>
      <option value="ST">Sao Tome and Principe</option>
      <option value="SA">Saudi Arabia</option>
      <option value="SN">Senegal</option>
      <option value="RS">Serbia</option>
      <option value="SC">Seychelles</option>
      <option value="SL">Sierra Leone</option>
      <option value="SG">Singapore</option>
      <option value="SK">Slovakia</option>
      <option value="SI">Slovenia</option>
      <option value="SB">Solomon Islands</option>
      <option value="SO">Somalia</option>
      <option value="ZA">South Africa</option>
      <option value="GS">South Georgia and the South Sandwich Islands</option>
      <option value="ES">Spain</option>
      <option value="LK">Sri Lanka</option>
      <option value="SH">Saint Helena</option>
      <option value="PM">Saint Pierre and Miquelon</option>
      <option value="SD">Sudan</option>
      <option value="SR">Suriname</option>
      <option value="SJ">Svalbard and Jan Mayen</option>
      <option value="SZ">Swaziland</option>
      <option value="SE">Sweden</option>
      <option value="CH">Switzerland</option>
      <option value="SY">Syria</option>
      <option value="TW">Taiwan</option>
      <option value="TJ">Tajikistan</option>
      <option value="TZ">Tanzania</option>
      <option value="TH">Thailand</option>
      <option value="TG">Togo</option>
      <option value="TK">Tokelau</option>
      <option value="TO">Tonga</option>
      <option value="TT">Trinidad and Tobago</option>
      <option value="TN">Tunisia</option>
      <option value="TR">Turkey</option>
      <option value="TM">Turkmenistan</option>
      <option value="TC">Turks and Caicos Islands</option>
      <option value="TV">Tuvalu</option>
      <option value="UG">Uganda</option>
      <option value="UA">Ukraine</option>
      <option value="AE">United Arab Emirates</option>
      <option value="GB">United Kingdom</option>
      <option value="UM">United States Minor Outlying Islands</option>
      <option value="UY">Uruguay</option>
      <option value="UZ">Uzbekistan</option>
      <option value="VU">Vanuatu</option>
      <option value="VA">Vatican</option>
      <option value="VE">Venezuela</option>
      <option value="VN">Vietnam</option>
      <option value="VG">British Virgin Islands</option>
      <option value="VI">U.S. Virgin Islands</option>
      <option value="WF">Wallis and Futuna</option>
      <option value="EH">Western Sahara</option>
      <option value="YE">Yemen</option>
      <option value="ZM">Zambia</option>
      <option value="ZW">Zimbabwe</option>
      <option value="AX">Aland Islands</option>
      <option value="CW">Curacao</option>
      <option value="CD">Democratic Republic of the Congo</option>
      <option value="JE">Jersey</option>
      <option value="IM">Isle of Man</option>
      <option value="GG">Guernsey</option>
      <option value="MF">Saint Martin</option>
      <option value="ML">Mali</option>
      <option value="PS">Palestinian Territory</option>
      <option value="SX">Sint Maarten</option>
      <option value="BQ">Bonaire, Saint Eustatius and Saba</option>
      <option value="SS">South Sudan</option>
      <option value="CS">Serbia and Montenegro</option>
      <option value="BL">Saint Barthelemy</option>
    </select></div>
  <div id="w-node-_719d2c8c-8ca2-4cdb-38e3-145fb9d3955d-b9d39543"><label for="Organization-Size-7" class="text-body-small">Organization Size</label><select id="Organization-Size-7" name="Organization-Size" data-name="Organization Size" required=""
      class="select-field w-select">
      <option value="">Organization Size</option>
      <option value="Sub-50">50 employees or fewer</option>
      <option value="51-250">51 to 250 employees</option>
      <option value="251-500">251 to 500 employees</option>
      <option value="501-1000">501 to 1,000 employees</option>
      <option value="1K-5K">1,001 to 5,000 employees</option>
      <option value="5K+">More than 5,000 employees</option>
    </select></div>
  <div id="w-node-c7619f5c-d8c5-2380-ceb8-ab044108f883-b9d39543" class="vertical space-between _20-column-gap">
    <div data-sitekey="6Lf3_gwhAAAAACaFnlMKksutGOG2QvB1pTDsiDmW" class="w-form-formrecaptcha recpatcha g-recaptcha g-recaptcha-error g-recaptcha-disabled">
      <div style="width: 304px; height: 78px;">
        <div><iframe title="reCAPTCHA"
            src="https://www.google.com/recaptcha/api2/anchor?ar=1&amp;k=6Lf3_gwhAAAAACaFnlMKksutGOG2QvB1pTDsiDmW&amp;co=aHR0cHM6Ly9kYXJrdHJhY2UuY29tOjQ0Mw..&amp;hl=en&amp;v=5qcenVbrhOy8zihcc2aHOWD4&amp;size=normal&amp;cb=ibnqibfryhc1" width="304"
            height="78" role="presentation" name="a-hdfaxyyhurm4" frameborder="0" scrolling="no" sandbox="allow-forms allow-popups allow-same-origin allow-scripts allow-top-navigation allow-modals allow-popups-to-escape-sandbox"></iframe></div>
        <textarea id="g-recaptcha-response" name="g-recaptcha-response" class="g-recaptcha-response" style="width: 250px; height: 40px; border: 1px solid rgb(193, 193, 193); margin: 10px 25px; padding: 0px; resize: none; display: none;"></textarea>
      </div><iframe style="display: none;"></iframe>
    </div>
  </div>
  <div id="w-node-_50b70e63-eb27-c154-c3d3-4517a2ec786f-b9d39543"><label class="w-checkbox consent-button-block"><input type="checkbox" id="Consent-Checkbox-2" name="Consent-Checkbox-2" data-name="Consent Checkbox 2"
        class="w-checkbox-input consent-button-checkbox"><span class="text-body-regular consent-text w-form-label" for="Consent-Checkbox-2">Yes, I would like to receive marketing emails from Darktrace about their offerings.</span></label>
    <div class="text-body-regular consent-text _40-left-padding">For more information, please see our <a href="https://darktrace.com/legal/privacy-policy">Privacy Notice.</a></div>
  </div>
  <div id="w-node-c1cc7f6b-f6da-f0a9-dfeb-0b64408852ab-b9d39543">
    <div class="w-embed"><input type="hidden" id="form_id" name="form_id" data-name="form_id" value="nav-get-a-demo"></div>
  </div><input type="submit" value="Submit" data-wait="Please wait..." id="w-node-_719d2c8c-8ca2-4cdb-38e3-145fb9d39562-b9d39543" class="button---primary-default colorful w-button">
</form>

Text Content

Blog

Customer Portal
News
Partners

Overview
Technology Partners
Integrations
Partner Portal

Become a partner
Company
Overview
Careers

Investors

Leadership
Legal
Contact us
Contact
Why Darktrace?
Products


Products
DaRKTRACE
PREVENT
™

Harden security inside and out.

DaRKTRACE
DETECT
™

See attacks instantly.

DaRKTRACE
RESPOND
™

Disarm within seconds.

DaRKTRACE
HEAL
™

Restore back to health.

Darktrace Unveiling Ceremony at McLaren Headquarters
Core coverage
Cloud
Apps
Email
Endpoint
Zero Trust
Network
OT
Integrations

Darktrace is designed with an open architecture that makes it the perfect
complement to your existing infrastructure and products.

Explore integrations

Solutions

RansomwareInsider ThreatPhishingAccount Takeover
MicrosoftGoogleAmazon
IT/OT ConvergenceCloud TransformationM&AAttack EmulationSecurity AwarenessRisk
& ComplianceWork from HomeAdvanced Threat Hunting
SMBEnterpriseGovernmentCritical Infrastructure
Customers
AI Research Centre
Resources


Webinars
Attack Path Modeling: Giving the Good Guys the Advantage
Outpacing Cybersecurity Adversaries: Hosted by MIT Technology Review
All webinars

Events
UK Cyber Week
All events


White papers
Self-Learning Cloud Security
Managing Autonomous Decision Making
All white papers

data sheets
Darktrace Open Architecture: Plugging Cyber AI Into Your Digital Ecosystem
How AI is Protecting Norway's Energy Suppliers
All data sheets


BlogNewsroomCompanyCustomer PortalPartners
GET A DEMO

Close


GET A DEMO

See Darktrace in action

Name
Email
Organization
Job Title
Phone Number
CountryCountryUnited StatesCanadaAfghanistanAlbaniaAlgeriaAmerican
SamoaAndorraAngolaAnguillaAntarcticaAntigua and
BarbudaArgentinaArmeniaArubaAustraliaAustriaAzerbaijanBahamasBahrainBangladeshBarbadosBelarusBelgiumBelizeBeninBermudaBhutanBoliviaBosnia
and HerzegovinaBotswanaBouvet IslandBrazilBritish Indian Ocean
TerritoryBruneiBulgariaBurkina FasoBurundiCambodiaCameroonCape VerdeCayman
IslandsCentral African RepublicChadChileChinaChristmas IslandCocos
IslandsColombiaComorosRepublic of the CongoCook IslandsCosta
RicaCroatiaCubaCyprusCzechiaDenmarkDjiboutiDominicaDominican RepublicEast
TimorEcuadorEgyptEl SalvadorEquatorial GuineaEritreaEstoniaEthiopiaFalkland
IslandsFaroe IslandsFijiFinlandFranceFrench GuianaFrench PolynesiaFrench
Southern
TerritoriesGabonGambiaGeorgiaGermanyGhanaGibraltarGreeceGreenlandGrenadaGuadeloupeGuamGuatemalaGuineaGuinea-BissauGuyanaHaitiHeard
Island and McDonald IslandsHondurasHong
KongHungaryIcelandIndiaIndonesiaIranIraqIrelandIsraelItalyIvory
CoastJamaicaJapanJordanKazakhstanKenyaKiribatiNorth KoreaSouth
KoreaKosovoKuwaitKyrgyzstanLaosLatviaLebanonLesothoLiberiaLibyaLiechtensteinLithuaniaLuxembourgMacaoMacedoniaMadagascarMalawiMalaysiaMaldivesMaltaMarshall
IslandsMartiniqueMauritaniaMauritiusMayotteMexicoMicronesiaMoldovaMonacoMongoliaMontenegroMontserratMoroccoMozambiqueMyanmarNamibiaNauruNepalNetherlandsNetherlands
AntillesNew CaledoniaNew ZealandNicaraguaNigerNigeriaNiueNorfolk IslandNorthern
Mariana IslandsNorwayOmanPakistanPalauPanamaPapua New
GuineaParaguayPeruPhilippinesPitcairnPolandPortugalPuerto
RicoQatarReunionRomaniaRussiaRwandaSaint Kitts and NevisSaint LuciaSaint Vincent
and the GrenadinesSamoaSan MarinoSao Tome and PrincipeSaudi
ArabiaSenegalSerbiaSeychellesSierra LeoneSingaporeSlovakiaSloveniaSolomon
IslandsSomaliaSouth AfricaSouth Georgia and the South Sandwich IslandsSpainSri
LankaSaint HelenaSaint Pierre and MiquelonSudanSurinameSvalbard and Jan
MayenSwazilandSwedenSwitzerlandSyriaTaiwanTajikistanTanzaniaThailandTogoTokelauTongaTrinidad
and TobagoTunisiaTurkeyTurkmenistanTurks and Caicos
IslandsTuvaluUgandaUkraineUnited Arab EmiratesUnited KingdomUnited States Minor
Outlying IslandsUruguayUzbekistanVanuatuVaticanVenezuelaVietnamBritish Virgin
IslandsU.S. Virgin IslandsWallis and FutunaWestern
SaharaYemenZambiaZimbabweAland IslandsCuracaoDemocratic Republic of the
CongoJerseyIsle of ManGuernseySaint MartinMaliPalestinian TerritorySint
MaartenBonaire, Saint Eustatius and SabaSouth SudanSerbia and MontenegroSaint
Barthelemy
Organization SizeOrganization Size50 employees or fewer51 to 250 employees251 to
500 employees501 to 1,000 employees1,001 to 5,000 employeesMore than 5,000
employees

Yes, I would like to receive marketing emails from Darktrace about their
offerings.
For more information, please see our Privacy Notice.

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.


Contact us
Start free trial
Why Darktrace?
Products
Products OverviewDarktrace PREVENT™Darktrace DETECT™Darktrace RESPOND™Darktrace
HEAL™
Core coverage
CloudAppsEmailEndpointZero TrustOTNetwork
Integrations
Explore Integrations
SolutionsCustomersAI Research Centre
Resources
Resource OverviewWebinarsEventsDatasheetsWhite Papers

BlogCustomer PortalNews
Partners
OverviewTechnology PartnersIntegrationsPartner Portal
Company
Overview
Careers

Investors

LeadershipLegalContact us


AI Research Abstracts
AI Research CENTRE
Home
Research Abstracts
Innovating Cyber Recovery - Key to Cyber Resilience
Rapid Process-Chain Anomaly Detection Using a Multistage Classifier
Sorting long lists of file names by relevance and sensitive content
A system for analyzing network activity to detect stealthy cryptocurrency mining
Autonomous detection of the intended function of a corporate inbox through
meta-scoring
Using epidemiology theory to identify the most damaging network devices
Automatic Identification of Scanned IP Ranges
A real-time, self-correcting similarity classifier for emails
Attack Path Modeling Research
Prevent: Security through Adversity
Using graph theory to identify critical nodes within computer networks
Analyzing network activity to detect compromised devices sending spam emails
Detecting and preventing misdirected emails with correspondence semantics
Gaussian constructions on surfaces for anomalous event identification
Structural construct detection as a variable indicator of compromise
Identifying compromises with graphs of high-precision security metadata
Programmatically monitoring disparate SaaS environments
Analysis of email structure to detect malicious intent
Securing tenant data in the public cloud
Matryoshka Bloom filters quickly and efficiently determine rarity
Robust identification of ransomware encryption over SMB
Identification of cryptomining credentials and their use in differentiating
between insider threats and wide-spread malware
Identification of services associated with data uploads for analysis of
exfiltration
A multi-platform approach to autonomous response




DARKTRACE CYBER
AI RESEARCH CENTRE

> Research unlocks the unknowns; it also helps shed light on what we are
> collectively up against.

— JACK STOCKDALE OBE, CTO




OUR HISTORY

The Darktrace AI Research Centre is foundational to our continued innovation.
Teams of mathematicians and other experts examine how AI can be applied to
real-world problems, to find new paths forward to augment human capabilities.

With more than 100 patents and patents pending, the AI Research Centre comprises
more than 150 members, including experts with 80 master's degrees and 30
doctorates in disciplines from astrophysics to linguistics to data science.  
Rather than confined to work on product roadmaps, researchers are free to
experiment and explore, guided by creative insight arising from pure research.
Yet we have never shied away from taking on real challenges faced by the
industry, and the AI Research Centre operates with a common goal of solving
these challenges with AI and mathematics. Following Darktrace’s acquisition of
Cybersprint, a second R&D center is operational in The Hague, The Netherlands.
The AI Research Centre has produced numerous award-winning breakthroughs, which
have gone on to form the AI capabilities that today comprise our products
contained in the Darktrace Cyber AI Loop. Please see below a selection of
 research abstracts stemming from these research initiatives.



48%

Headcount increase in 2021


30

Doctorates


88

Masters

> [The Centre] saw growth of 69.2% in related patent applications in the three
> months ending November, compared to the same period [the previous year] — the
> highest percentage growth out of all companies tracked.

— GLOBAL DATA


FEATURED RESEARCH

Innovating Cyber Recovery - Key to Cyber Resilience

Read our second Darktrace Discourse paper, authored by John C. Allen, MBA,
CRISC, and VP Cyber Risk & Compliance, Darktrace. This paper reviews the current
state of incident recovery and sets forth seven areas of innovation to improve
Recovery from cyber incidents, based on a core capability: Real-Time Adaptive
Incident Response.

Download
Attack Path Modeling Research

This paper outlines the Attack Path modeling (APM) module of Darktrace PREVENT,
exploring how real-time, automated, dual-aspect, multi-data-source, end-to-end
APM can be used to give blue teams a comprehensive view of realistic,
risk-prioritized attack paths so that resources can be best allocated to defend
key assets.

Download
Prevent: Security through Adversity

Read our Darktrace Discourse paper, authored by one of our researchers based at
the Centre. The author has seven years’ experience in the automation of complex
cyber-centric processes with specialization in the offensive domain, and holds a
PhD in Astrophysics from the University of Cambridge.

Download


RESEARCH

Structural construct detection as a variable indicator of compromise
Detecting email spoofing attempts by identifying unusual patterns in HTML and
CSS.
Researchers
Stephen Pickman
Read more

Sorting long lists of file names by relevance and sensitive content
Quickly assessing the importance of compromised files before, during and after
an attack.
Researchers
Dr. Andrés Curto Martín
Read more

Using graph theory to identify critical nodes within computer networks
How graph theory can be used to map out cross-domain, realistic, and
risk-assessed attack paths across an entire digital enterprise
Researchers
Darktrace researcher, PhD
Read more

Detecting and preventing misdirected emails with correspondence semantics
Identifying if the recipient of a particular email appears correct in the wider
context of user activity.
Researchers
Ben Akrill
Read more

Autonomous detection of the intended function of a corporate inbox through
meta-scoring
Knowing which corporate inboxes are supposed to receive a lot of email and which
are not.
Researchers
Dr. Steven Haworth
Read more

Identification of services associated with data uploads for analysis of
exfiltration
How the intelligent analysis of connection properties can help assess whether
specific uploads are associated with malicious exfiltration.
Researchers
Dr. Tim Bazalgette
Read more

Identification of cryptomining credentials and their use in differentiating
between insider threats and wide-spread malware
How global analysis of cryptomining credentials can identify malicious criminal
organizations leveraging corporate computing power for financial gain.
Researchers
Dr. Andrew Woodford
Read more

Robust identification of ransomware encryption over SMB
How the high-level analysis of SMB operations, files, and properties can
identify ransomware infections.
Researchers
Dr. Tim Bazalgette
Read more

Programmatically monitoring disparate SaaS environments
Optimizing the use, visibility and security of environments that span multiple
complex cloud and SaaS environments.
Researchers
Jacob Araiza
Read more

A system for analyzing network activity to detect stealthy cryptocurrency mining
Using AI to detect hard-to-see crypto-mining activity on corporate devices.
Researchers
Dr. Andrés Curto Martín
Read more

Rapid Process-Chain Anomaly Detection Using a Multistage Classifier
Timely analysis uses simple methods for simple problems and deep learning for
difficult problems, but only if you can tell the difference.
Researchers
Dr. Matthew Ferguson
Read more

Securing tenant data in the public cloud
Secure practices to ensure corporate data sitting within public servers such as
AWS is sufficiently isolated, in the event of a data breach targeting these
public cloud providers.
Researchers
Alex Smith
Read more

Automatic Identification of Scanned IP Ranges
Identifying targets of reconnaissance amongst the noise of background network
activity
Researchers
Dr. Tim Bazalgette
Read more

Matryoshka Bloom filters quickly and efficiently determine rarity
A novel data structure for the efficient storage and retrieval of statistics on
how common strings are in specific environments.
Researchers
Dr. Matthew Ferguson
Read more

Gaussian constructions on surfaces for anomalous event identification
Determining anomalies by creating probability density functions on different
surfaces corresponding to the properties of interest.
Researchers
Dr. Tim Bazalgette
Dr. Dickon Humphrey
Read more

Analyzing network activity to detect compromised devices sending spam emails
Distinguishing between genuine and illegitimate email traffic from network
servers.
Researchers
Dr. Andrés Curto Martín
Read more

A real-time, self-correcting similarity classifier for emails
Recognizing when similar but subtly different emails were sent by the same
sender or as part of a campaign, but also recognizing when the similarity is
coincidental.
Researchers
Dr. Steven Haworth
Read more

Identifying compromises with graphs of high-precision security metadata
Using directed graphs of lower-level security events to reliably discover
complex security incidents.
Researchers
Dr. Tim Bazalgette
Dr. Dickon Humphrey
Read more

Analysis of email structure to detect malicious intent
Using AI to determine whether an email is trying to induce the reader to do
something that would lead to compromise, such as clicking on a link or opening a
file.
Researchers
Dr. Antony Lawson
Read more

A multi-platform approach to autonomous response
How autonomous response technology works seamlessly across different
environments, providing a solution for organizations using multiple cloud
environments and SaaS applications.
Researchers
John Boyer
Read more

Using epidemiology theory to identify the most damaging network devices
Preventing disaster by modeling how an attack might spread after an initial
compromise
Researchers
Jake Lal
Read more



RESEARCHERS

BACHELOR OF SCIENCE

Stanford University
Specializes in electrical engineering including analog circuit design and
organic semiconductors.

PHD IN ASTROPHYSICS

University of Cambridge
Specializes in general automation of complex, typically human-driven processes
with current focus on adversarially-oriented preventative security.

PHD IN MATHEMATICS AND PHYSICS

University of Cambridge
Specializes in applications of machine learning and statistical analysis,
clustering techniques and the use of neural networks for the classification of
categorical data.

PHD IN BIOCHEMISTRY

University of Cambridge
Specializes in neuroscience and behaviour modeling, machine learning to identify
novel threats, and automated healing of computer systems following a digital
compromise.

MASTER’S IN MATHEMATICS

Durham University
Specializes in mathematical biology and mathematical modeling, numerical
analysis and adversarial attack simulations.

PHD IN STATISTICS

Durham University
Specializes in non-parametric modeling, statistical and optimization problems,
dimension reduction and classification problems.

MASTER’S IN PHYSICS

University of Cambridge
Specializes in the application of nuclear magnetic resonance to manufacturing
processes, and the application of machine learning to galaxy clustering.

MASTER’S IN ENGINEERING

University of Oxford
Specializes in applications of machine learning techniques in bioengineering,
applying neural networks to extract structures in medical imagery, and
investigating novel phishing techniques.

PHD IN THEORETICAL LINGUISTICS

University of Cambridge
Specializes in algorithmic modeling of cognitive representations and acquisition
of natural language syntax.

PHD IN COSMOLOGY

University of Cantabria
Specializes in developing novel advanced statistical techniques in data analysis
and software engineering for supercomputers.

PHD IN MATHEMATICS

University of Bath
Specializes in applications of AI to endpoint and cloud environments and network
traffic analysis.

PHD IN MATHEMATICS

University of York
Specializes in mathematical physics, anomaly detection in complex data to
improve efficiency, and optimization and stability in data processing.


PRODUCTS

 * Darktrace PREVENT
 * Darktrace DETECT
 * Darktrace RESPOND
 * Darktrace HEAL


CORE COVERAGE

 * Cloud
 * Apps
 * Email
 * EndpointZero TrustNetworkOT


AI RESEARCH CENTRE


COMPANY

 * Company Overview
 * Blog
 * News
 * Investors
   
 * Careers
   


PARTNERS

 * Partners Overview
 * Technology Partners
 * Integrations


LEGAL

 * Privacy Policy
 * Cookie Policy
 * Modern Slavery Act Statement
 * Public Tax Strategy
 * Vulnerability Disclosure Policy

English
 * Français
 * Italiano
 * 한국어
 * 日本語
 * Español
 * Deutsch
 * Português Brasileiro

Copyright © 2022 Darktrace Holdings Limited. All rights reserved. Background
design inspired by Rik Oostenbroek.
Sitemap

By clicking “Accept All Cookies”, you agree to the storing of cookies on your
device to enhance site navigation, analyze site usage, and assist in our
marketing efforts.

Cookies Settings Accept All Cookies



PRIVACY PREFERENCE CENTER

When you visit any website, it may store or retrieve information on your
browser, mostly in the form of cookies. This information might be about you,
your preferences or your device and is mostly used to make the site work as you
expect it to. The information does not usually directly identify you, but it can
give you a more personalized web experience. Because we respect your right to
privacy, you can choose not to allow some types of cookies. Click on the
different category headings to find out more and change our default settings.
However, blocking some types of cookies may impact your experience of the site
and the services we are able to offer.
More information
Allow All


MANAGE CONSENT PREFERENCES

STRICTLY NECESSARY COOKIES

Always Active

These cookies are necessary for the website to function and cannot be switched
off in our systems. They are usually only set in response to actions made by you
which amount to a request for services, such as setting your privacy
preferences, logging in or filling in forms. You can set your browser to block
or alert you about these cookies, but some parts of the site will not then work.
These cookies do not store any personally identifiable information.

PERFORMANCE COOKIES

Performance Cookies

These cookies allow us to count visits and traffic sources so we can measure and
improve the performance of our site. They help us to know which pages are the
most and least popular and see how visitors move around the site. All
information these cookies collect is aggregated and therefore anonymous. If you
do not allow these cookies we will not know when you have visited our site, and
will not be able to monitor its performance.

FUNCTIONAL COOKIES

Functional Cookies

These cookies enable the website to provide enhanced functionality and
personalisation. They may be set by us or by third party providers whose
services we have added to our pages. If you do not allow these cookies then some
or all of these services may not function properly.

TARGETING COOKIES

Targeting Cookies

These cookies may be set through our site by our advertising partners. They may
be used by those companies to build a profile of your interests and show you
relevant adverts on other sites. They do not store directly personal
information, but are based on uniquely identifying your browser and internet
device. If you do not allow these cookies, you will experience less targeted
advertising.

Back Button


PERFORMANCE COOKIES



Search Icon
Filter Icon

Clear
checkbox label label
Apply Cancel
Consent Leg.Interest
Switch Label label
Switch Label label
Switch Label label

Confirm My Choices