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Transcript of AugmentedIntelligence to Accelerate Human Potential · 50X Increase by 2020 Yesterday's tools and...
Augmented Intelligence to Accelerate Human PotentialAccelerating the Identification of What Matters
6
Our founders have shaped this industry for more than 20 years, continuously advancing machine learning and semantic technology.
o E-Discoveryo Internal Investigationso Text Analyticso Defense Intelligence
o Fortune 2000 o Government Agencies o Legal Service Providers o Specialty Analytics Firms
o Acquired by Cyxterao 57 Data Centers, 3500 Customerso 1200 Employeeso Headquartered in Dallas, TXo Patented Core Technology
(14 issued patents, 2 Pending)
© Brainspace Corporation — Proprietary & Confidential 2
OUR CUSTOMERS
OUR SOLUTIONS
OUR COMPANY
Cyxtera,portfolioofmodern,hybrid-and-cloud-readycybersecuritysoftwareandservices-Capture-Protect-Analyze
50X Increase by 2020
Yesterday's tools and methods don't address today's problems.
We need a new approach—one that accelerates insight and understanding exponentially.
Companies are buried in unstructured data.
timelines, team sizes and budgets remain essentially unchanged.
Unstructured Data is growing 3X faster
than structured data.
While data volume increases exponentially…
15%STRUCTURED
85%UNSTRUCTURED
© Brainspace Corporation — Proprietary & Confidential 4
Machine Learning is a critical component to accelerating human capabilities.
o Increasing Data Volumeso Same Timelineso Same Budgeto Same Teams
Something has to change
Currently there are:
Processing & Production
versusHolistic
analytical approach
Strict linear
process
Review Analytics
© Brainspace Corporation — Proprietary & Confidential 5
Machine Learning is critical to the acceleration ofHuman capabilities.Analytics is no longer a part of the process, it is the heart of the process.
Review
Analytics
Predictive Analytics
AcceleratedReview Cluster
CMML
Communications
Intelligent Culling
QCProcess
Analytics
Concept Search
Threading
Processing Production
STRATEGIC
© Brainspace Corporation — Proprietary & Confidential 6
Our Approach - Augmented IntelligenceAs data sets become smaller, the learning becomes more contextually dense, system confidence increase and the analysts’ learning is accelerated.
Machine Learning
Visual Analytics/UX
Human Expertise
Decrease Costs
© Brainspace Corporation — Proprietary & Confidential 7
=
IncreaseProductivity
Accelerate Learning
Automate Workflow
Continuous Multi Modal Learning (CMML)Our simple and powerful approach to leveraging Supervised Machine Learning to quickly identify the relevant information from an ever growing data set.
© Brainspace Corporation — Proprietary & Confidential 8
Brainspace
Dynamic & Unsupervised LearningNo lexicons, synonym lists or ontologies.
Best in Class Supervised Machine Learning
Highly Scalable
Transparent and Defensible
Multi-Lingual
Expressed through best-in-class visualizations and workflows
Brainspace Core Technology + User ExperiencePatented machine intelligence that dynamically identifies and relates concepts from any text source.
© Brainspace Corporation — Proprietary & Confidential 9
Using Brainspace
Learns dynamically at 1M documents per hour.
Automatically identifies phrasesand clusters related documents without human supervision, word lists or taxonomies.
Concept Search
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Intelligent Clustering
Document Classification
Communication Analysis
Analytics Dashboard
Unsupervised Learning
B R A I N P O W E R E D V I S U A L I Z AT I O N S
© Brainspace Corporation — Proprietary & Confidential 13
Brainspace 6A powerful suite of interactive visualizations and search tools to reveal the story within your data
Analytics Dashboard
The overview dashboard is completely interactive and provides insight at a glance for the entire dataset, including:
o Duplicates & Near-Duplicateso Timelineo Faceted Listso Concept Searcho Document Results
© Brainspace Corporation — Proprietary & Confidential 15
Transparent Concept Search
Brainspace’s next-generation Transparent Concept Search provides the advantages of concept searching without the traditional drawbacks.
Transparent Concept Search significantly reduces the time and expense resulting from over-inclusive document retrieval by allowing users interact with the concept expansion to boost or eliminate concepts.No black box.
© Brainspace Corporation — Proprietary & Confidential 16
Cluster Wheel
The Brainspace Cluster Wheel showcases our dynamic learning by organizing all documents into conceptually similar clusters.
The wheel is animated and interactive, showing neighborly populations of documents, making early assessment intuitive even for extremely large datasets.
©BrainspaceCorporation— Proprietary&Confidential 17
Conversation Analysis
Using Conversations allows you to visualize email activities within a dataset.
Users can track the flow of information throughout an organization by exploring what emails have been sent to who and determine what email domains have been most accessed.
© Brainspace Corporation — Proprietary & Confidential 18
Communication Analysis
Who said what to whom?Brainspace’s communication analysis view adapts to any active query and provides interactive exploration of email conversations, including:
o Interactive Social Grapho To, CC and BCC filteringo Sender/Recipient Volumeo Top relationshipso Top Termso Alias Consolidation
© Brainspace Corporation — Proprietary & Confidential 19
Advanced Document ClassificationPredictive Coding
Brainspace’s Predictive Coding uses our patented machine learning technology together with Logistic Regression and Active Learning to help you review less and decrease your associated costs.
Brainspace gives you more control by allowing you to set your target recall at the beginning and allow you to adjust it by providing feedback on depth for recall performance throughout the process.
©BrainspaceCorporation— Proprietary&Confidential 20
Advanced Document ClassificationContinuous Multi-Modal Learning(CMML)
The Continuous Multi-Modal Learning, or CMML, workflow can be carried out entirely in Brainspace, and integrates supervised learning with Brainspace’stagging system.
CMML focuses on finding target documents during training, rather than on producing a predictive model to identify documents for later review.
©BrainspaceCorporation— Proprietary&Confidential 21
© Brainspace Corporation — Proprietary & Confidential 23
Enron Investigation
Step 1 What Do We Know?Andrew Fastow, Chief Financial Officer (CFO) at Enron created a Special Purpose
Entity (SPE) in 1999 called LJM (named after his wife & two children). This SPE was
supposedly used to buy poorly performing Enron assets and hedge risky investments.
This SPE allows Enron to begin hiding debt and inflate profits while misleading
shareholders and the market.
© Brainspace Corporation — Proprietary & Confidential 24
Enron Investigation
Step 2 Where Do We Start?
RunConceptSearch
© Brainspace Corporation — Proprietary & Confidential 25
Enron Investigation
Step 3 Expand on What You KnowEvaluateRelatedConcepts
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IdentifyAppropriateContext
© Brainspace Corporation — Proprietary & Confidential 26
Enron Investigation
Step 4 Isolate Your Findings
BuildaFocusThis image cannot currently be displayed.
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Enron Investigation
Step 5 Filter on Metadata FilteronTime,Custodians,etc.
IdentifyRelevantEntities(PIIInformation,Products,Locations,etc.)
© Brainspace Corporation — Proprietary & Confidential 28
Enron Investigation
Step 6 Who’s Involved?
AnalyzeCommunications
ReviewEmailThreads
© Brainspace Corporation — Proprietary & Confidential 29
Enron Investigation
Step 7 Organize FindingsCreateaNotebook
ReviewFindings(Positive&NegativeExamples)
© Brainspace Corporation — Proprietary & Confidential 30
Enron Investigation
Step 8 Build a Classifier (CMML)CreateClassifier
TrainClassifier
EvaluateClassifierResults
© Brainspace Corporation — Proprietary & Confidential 31
Enron Investigation
Step 9 Transfer Work ProductCreateNotebook
TransferWorkProduct
© Brainspace Corporation — Proprietary & Confidential 32
Mobile Offering
BrainspaceMobileSolution
GeneralDataPrivacyRegulations(GDPR)
• 64GBRAM• IntelQuadCoreXeonori7• VirtualBoxorHyper-VonWindows• 1TBInternalSSD
Industry leaders choose Brainspace
Deloitte
PwCFTI Consulting
KPMGEYNavigant
BerkeleyResearchGroup
CharlesRiverAssociates CroweHorwathStoutRisesRoss
GrantThorntonAlix Partners
BakerTillyAlvarezMarsal
RSMInternational
AnalysisGroupStoneTurnGroup
Ankura Consulting Duff&PhelpsNERAEconomicConsulting
TMFinancialForensicsConsilo
GlassRatner Advisory&CapitalGroupLLC
LOW
D
EPTH
OF
CO
NSU
LTIN
G C
APA
BIL
ITIE
S
HIG
H
— Source:TheALMVangaurd:Disputes&LitigationConsulting,ALMIntelligence
LOW BREADTH OF CONSULTING CAPABILITIES HIGH
A lot of things put industry leaders ahead of the pack, but there is at least one common thread.
Brainspace Customer
©BrainspaceCorporation— Proprietary&Confidential 39
SolarCity InvestigationSolarCity needed to quickly review a claim by an employee alleging discrimination from a supervisor.
PROBLEM ACTION SOLUTION
Alleged Supervisor Discrimination
Officials promptly identified the main parties and
key data
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CLUSTER WHEEL2 Investigators utilized the Brainspace
Cluster Wheel to isolate items focused on four primary search terms.
COMMUNICATIONS ANALYSISCommunications Analysis was used to
highlight the personal and corporate mailboxes through which the parties were
interacting.
A QUICK WIN“By quickly analyzing the type of
communication, how it was sent, who received it, and the mailbox used
(personal or professional), the SolarCity team achieved a very
quick win.”-Pallab Chakraborty, E-Discovery & Information
Governance Counsel for SolarCity.
OUTCOME
“This is the single best tool I have ever used.”
-Senior SolarCity Attorney
Vague Fact Pattern
Large volume of disorganized material
Able to immediately remove irrelevant conversations with
multiple parties
©BrainspaceCorporation— Proprietary&Confidential 40
U S E C A S E
Government InvestigationU.S. Intelligence Agency Needed to Quickly Locate Evidence for a High Priority Internal Investigation
PROBLEMORGINAL ACTION
BRAINSPACE SOLUTION
Alleged wrongdoing by internal employee
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CONCEPT SEARCH & CLUSTER WHEEL VISUALIZATION
With only 45 minutes of training the Analyst was able to use Brainspace
Concept Search, Concept Expansion & the Cluster Wheel quickly to identify the same 6 documents in less than 24 hours.
ACCELERATING THE INVESTIGATIVE PROCESS
By quickly analyzing the unstructured content for millions of documents using
Brainspace’s patented phrase detection and unparalleled data visualizations to find the needle in the ever growing haystack (Big
Data) the Intelligence Agency was able to to accelerate the identification of what
matters and drastically reduce the time required to perform internal
investigations.
OUTCOME
“Brainspace is now a critical component of our investigative process”
-intelligence Agency Leadership
Size & scope of Issue not clear
Large volume of unstructured data with low
Richness(Responsive Rate)
©BrainspaceCorporation— Proprietary&Confidential 41
C A S E S T U D Y
Analyst used a competitor’s software platform to analyze & review millions of unstructured email communication and user
files. After 3 months in of analysis the analyst was able to locate 6 key
documents
Brainspace ROI
Parameters Assumptions
GBs of collected EDS(prior to Dedupe, Culling and
Processing)50 GB
Number of ESI per GB 10,000
Total Number of ESI(prior to Dedupe, Culling and
Processing)500,000
Cull Rate(Dedupe & Culling) 60%
Total Number of ESI(Post Dedupe, Culling and
Processing - Docs to be Reviewed)200,000
Cost Straight Linear Review Accelerated Review
Attorney Cost per Hour 50 GB $45
Documents per Hour* 42 69.3
Total Review Time(Hours) 4,762 2886
Total Cost for Attorney Review $214,286 $129,870
Savings with Brainspace: $84,416(39%)
©BrainspaceCorporation— Proprietary&Confidential 42
Use Cases
E-DISCOVERYTransform your Early Case
Assessment and dramatically accelerate review with Transparent Concept Search, Communication Analysis, and Predictive Coding
workflows. Integrations with Relativity, Nuix, LAW and others
enhance every stage of the eDiscovery process.
CORPORATE INVESTIGATIONSBrainspace offers a unified
environment for investigators to easily interact with all the information they need. Vastly outperform traditional
approaches and allow investigative and security teams to quickly assess, triage,
investigate, and respond faster than ever before.
GOVERNMENTLeverage Brainspace’s large-scale dynamic learning to identify novel
phrases and derive significant emerging intelligence. Intelligence
officers can perform intuitive, multi-dimensional analysis to reveal
unseen patterns, connections, and trends in a language they understand.
Enhance your existing application by leveraging our text analytics technology, including concept search and data visualizations, using the Brainspace API.BRAINSPACE
API© Brainspace Corporation — Proprietary & Confidential 43
Accelerated Review
Analytics
60
50
70
90
Independent study by tier 1 review company
DOCUMENTS PER HOUR
©BrainspaceCorporation— Proprietary&Confidential 44
Government Cost SavingsEstimated Annual Cost Savings Calculator
©BrainspaceCorporation— Proprietary&Confidential
Brainspace 10 M Records $67,800
Relativity Connector $14,800
Total $82,600
Brainspace Annual Cost
Brainspace 20 M Records $135,408
Relativity Connector $14,800
Total $150,208
Brainspace Unlimited Records $650,000
Relativity Connector $14,800
Total $664,800
Cloud Environment Cost $258,722
On Prem Environment Cost $79,700
Brainspace 10 M Records (On Prem)
Total Annual Cost $170,967
Total Annual Savings $1,480,200
Total Annual Net Savings $1,309.233
Brainspace Annual Net Savings
Brainspace 10 M Records (Cloud)
Total Annual Cost $349,989
Total Annual Savings $1,480,200
Total Annual Net Savings $1,130,211
*AnnualGrossSavingsbasedoncostof$120perhourperattorneywithestimatedAnnualHoursSavedof12,335