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MeshLabs
Text Analytics
©	
  2013	
  MeshLabs	
  So0ware	
  Private	
  Limited	
  
Confiden<al	
  
About US
2	
  
Featured Customers:
Provider	
  of	
  text	
  analy<cs	
  so0ware	
  products	
  
Informa<on	
  Management	
  |	
  Customer	
  Experience	
  Management	
  	
  |	
  Business	
  Intelligence	
  |	
  Regulatory	
  Compliance	
  
ü  On-­‐premise	
  
ü  SaaS	
  
ü  API	
  
ü  Unified	
  Content	
  Access	
  
ü  En<ty	
  Extrac<on	
  /	
  Tagging	
  
ü  Categoriza<on	
  
ü  Summariza<on	
  
ü  Recommenda<on	
  
ü  Faceted	
  Search	
  
ü  Sen<ment	
  Analysis	
  
ü  Dashboard	
  &	
  Repor<ng	
  
Text, Text, Everywhere…
3	
  
4	
  
Too much volume and variety	
   Missed	
  Opportuni1es	
  
Product Managers
Customer Insight Managers
Research Analysts
Customer Care Reps
Sales & Marketing Leaders
HR Leaders
Senior Executives	
  
Cost / Quality concerns
over manual methods	
  Current BI tools won’t work 	
  
Structured data
only and too
complicated	
  
And Not a Single Insight.
Multiple Channels,
Sources and Types
Limited Analysis,
Ad hoc, Scalability
Issues	
  
Topline and
Bottom-line Impact	
  
Text Analytics
5	
  
Linguis<cs	
  
Sta<s<cs	
  
Seman<cs	
  
powerful	
  technology	
  
to	
  automa<cally…	
  
Ingest	
  all	
  text	
  data/content	
  
Extract	
  valuable	
  assets	
  
Deliver	
  ac<onable	
  insights	
  
1	
  
2	
  
3	
  
How it Works
6	
  
1	
  
v  Connectors to Enterprise Content Stores,
Facebook, Twitter etc.
v  Crawlers for getting data from websites
v  Upload files & documents – Excel, Word, PDF etc.
2	
  
Process your data –
Extract entities, classify,
cluster, and score
sentiment
v  NLP – Natural Language Processing
v  Taxonomies & Custom Ontologies
v  Machine Learning
3	
  
Analyze output -
dashboards, reports,
workflows, and alerts
v  Dashboards
v  Charts & Reports
v  Exports
Gather your data – Text
(Unstructured) and
Structured
Key Use Cases
7	
  
Informa<on	
  
Extrac<on	
  
“How	
  do	
  I	
  
extract	
  key	
  
informa<on	
  
from	
  CRM	
  
Notes	
  to	
  
predict	
  cross-­‐
sell	
  &	
  up-­‐sell	
  
opportuni<es”	
  
Opinion	
  
Mining	
  
“	
  How	
  do	
  I	
  gain	
  
ac<onable	
  
insights	
  from	
  
market	
  &	
  
customer	
  	
  
interac<ons	
  
across	
  
channels?	
  ”	
  
Auto-­‐
Categoriza<on	
  
“	
  As	
  a	
  retailer,	
  
how	
  do	
  I	
  
display	
  
categorized	
  	
  
lis<ngs	
  in	
  the	
  
most	
  efficient	
  
manner?	
  “	
  
Intelligent	
  
Agents	
  
“	
  With	
  so	
  
much	
  
informa<on	
  
overload,	
  how	
  
do	
  I	
  transform	
  
the	
  
effec<veness	
  
of	
  my	
  
knowledge	
  
workers?	
  “	
  
Customer Testimonial
8	
  
“We	
  partnered	
  with	
  MeshLabs	
  because	
  of	
  their	
  unique	
  ability	
  to	
  
connect	
  to	
  and	
  integrate	
  all	
  types	
  of	
  data	
  and	
  content	
  from	
  our	
  
communi<es.	
  This	
  allows	
  us	
  to	
  bring	
  game	
  changing	
  analy<cs	
  
and	
  repor<ng	
  to	
  our	
  clients	
  enabling	
  them	
  to	
  discover	
  new	
  
insights	
  to	
  refine	
  messaging,	
  cra0	
  an	
  innova<on	
  strategy,	
  and	
  
improve	
  customer	
  loyalty.”	
  
THOMAS	
  FINKLE	
  
CEO,	
  Think	
  Passenger,	
  Inc.	
  
Passenger	
  is	
  a	
  leader	
  in	
  
providing	
  Market	
  Research	
  
Online	
  Communi1es	
  PlaKorm	
  
Our Product –
eZi CORE™ Text Analytics Engine
9	
  
MeshLabs eZi CORE ™
eZi Semantic
Search ™
eZi Reco ™
eZi Connectors ™ and Crawlers
Microsoft SharePoint, Outlook, Alfresco
Enterprise Content
Web Content
eZi Sentiment
Analyzer ™
Entity
Extractor
POS
Tagging Classifier Clustering
Rules
Engine
Inference /
Reasoner
Unified Semantic Index /
Triple Store
Search
Interface
Dashboards APIs
Custom
Solutions
•  On-­‐Premise	
  
•  SaaS	
  
•  API	
  
Core Capabilities
10	
  
ü 	
  Data	
  Acquisi<on	
  and	
  Inges<on	
  
ü 	
  Text	
  Prepara<on	
  	
  	
  
ü 	
  Named	
  En<ty	
  Extrac<on	
  
ü 	
  Auto-­‐Categoriza<on	
  
ü 	
  Feature	
  Extrac<on	
  
ü 	
  Sen<ment	
  Analysis	
  
ü 	
  Summariza<on	
  
ü 	
  Recommenda<on	
  
ü 	
  Faceted	
  Search	
  
ü 	
  Dashboard	
  &	
  Repor<ng	
  
Data Acquisition and Ingestion
11	
  
•  File	
  System	
  
•  SharePoint	
  
•  Alfresco	
  
•  Web	
  Crawler	
  
•  TwiUer	
  
•  Facebook	
  
•  Blogs	
  
•  YouTube	
  
•  Discussion	
  Forums	
  
•  Yahoo	
  Answers	
  
•  Hadoop	
  File	
  System	
  (S3,	
  
HDFS	
  etc.)	
  
•  Databases	
  (any	
  JDBC	
  
compliant	
  database)	
  	
  
12	
  
Out-of-the-box Taxonomies
Airline	
  Industry	
  
Automobile	
  
Industry	
  
Banking	
  
Company	
  -­‐	
  
Industry	
  
Classifica<on	
  
Computers	
  and	
  
Laptops	
  
Corporate	
  Social	
  
Responsibility	
  
Cosme<cs	
  
Customer	
  Service	
  
-­‐	
  Generic	
  
Hotels	
  
Human	
  Resources	
  
-­‐	
  Voice	
  of	
  
Employee	
  
Product-­‐Category	
  
Classifica<on	
  
Real	
  Estate	
  
Retail	
  
Smart	
  Phones	
  and	
  
Tablets	
  
Telecom	
   Travel	
  
13	
  
Dashboards & Reports
Sentiment Analysis
14	
  
•  Feature-­‐Based	
  Sen<ment	
  Analysis	
  supported	
  
•  Lexicon	
  based	
  analysis	
  
§  Per-­‐domain	
  lexicon	
  supported	
  
•  Uses	
  deep	
  parsing	
  to	
  	
  
§  Iden<fy	
  features	
  
§  Associa<on	
  of	
  nega<on	
  and	
  suppor<ng	
  words	
  
•  Mul<ple	
  levels	
  of	
  sen<ment	
  scoring	
  supported	
  
•  Sen<ment	
  Analysis	
  done	
  at	
  sentence	
  fragment	
  scope	
  
•  Weighted	
  rollup	
  of	
  sen<ment	
  score	
  provides	
  overall	
  
view	
  
Feature Detection
15	
  
•  Features:	
  Extrac<on	
  of	
  Context	
  Relevant	
  
Nouns	
  /	
  Noun	
  Phrases	
  	
  
ü  Noun	
  Phrase	
  Extrac<on	
  
ü  Deep	
  Parsing	
  and	
  Lexical	
  Chaining	
  
ü  Sen<ment	
  Scoring	
  	
  at	
  Feature-­‐level	
  
“The	
  coffee	
  was	
  bad,	
  but	
  the	
  sandwich	
  was	
  good.”	
  
	
  
•  Featureless	
  Sen<ment	
  Score	
  –	
  Neutral	
  
•  Featured-­‐based:	
  
ü  Overall	
  Sen<ment	
  –	
  Neutral	
  
ü  Coffee	
  –	
  Nega<ve	
  
ü  Sandwich	
  -­‐	
  Posi<ve	
  
Contact Us
16	
  
sales@meshlabsinc.com	
  
www.meshlabsinc.com	
  
@meshlabs	
  
linkedin.com/company/meshlabs	
  
facebook.com/meshlabs	
  
USA:	
  1-­‐602-­‐617-­‐9370	
   	
  |	
  	
  India:	
  91-­‐9986004572	
  

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MeshLabs Text Analytics Software Overview

  • 1. MeshLabs Text Analytics ©  2013  MeshLabs  So0ware  Private  Limited   Confiden<al  
  • 2. About US 2   Featured Customers: Provider  of  text  analy<cs  so0ware  products   Informa<on  Management  |  Customer  Experience  Management    |  Business  Intelligence  |  Regulatory  Compliance   ü  On-­‐premise   ü  SaaS   ü  API   ü  Unified  Content  Access   ü  En<ty  Extrac<on  /  Tagging   ü  Categoriza<on   ü  Summariza<on   ü  Recommenda<on   ü  Faceted  Search   ü  Sen<ment  Analysis   ü  Dashboard  &  Repor<ng  
  • 4. 4   Too much volume and variety   Missed  Opportuni1es   Product Managers Customer Insight Managers Research Analysts Customer Care Reps Sales & Marketing Leaders HR Leaders Senior Executives   Cost / Quality concerns over manual methods  Current BI tools won’t work   Structured data only and too complicated   And Not a Single Insight. Multiple Channels, Sources and Types Limited Analysis, Ad hoc, Scalability Issues   Topline and Bottom-line Impact  
  • 5. Text Analytics 5   Linguis<cs   Sta<s<cs   Seman<cs   powerful  technology   to  automa<cally…   Ingest  all  text  data/content   Extract  valuable  assets   Deliver  ac<onable  insights   1   2   3  
  • 6. How it Works 6   1   v  Connectors to Enterprise Content Stores, Facebook, Twitter etc. v  Crawlers for getting data from websites v  Upload files & documents – Excel, Word, PDF etc. 2   Process your data – Extract entities, classify, cluster, and score sentiment v  NLP – Natural Language Processing v  Taxonomies & Custom Ontologies v  Machine Learning 3   Analyze output - dashboards, reports, workflows, and alerts v  Dashboards v  Charts & Reports v  Exports Gather your data – Text (Unstructured) and Structured
  • 7. Key Use Cases 7   Informa<on   Extrac<on   “How  do  I   extract  key   informa<on   from  CRM   Notes  to   predict  cross-­‐ sell  &  up-­‐sell   opportuni<es”   Opinion   Mining   “  How  do  I  gain   ac<onable   insights  from   market  &   customer     interac<ons   across   channels?  ”   Auto-­‐ Categoriza<on   “  As  a  retailer,   how  do  I   display   categorized     lis<ngs  in  the   most  efficient   manner?  “   Intelligent   Agents   “  With  so   much   informa<on   overload,  how   do  I  transform   the   effec<veness   of  my   knowledge   workers?  “  
  • 8. Customer Testimonial 8   “We  partnered  with  MeshLabs  because  of  their  unique  ability  to   connect  to  and  integrate  all  types  of  data  and  content  from  our   communi<es.  This  allows  us  to  bring  game  changing  analy<cs   and  repor<ng  to  our  clients  enabling  them  to  discover  new   insights  to  refine  messaging,  cra0  an  innova<on  strategy,  and   improve  customer  loyalty.”   THOMAS  FINKLE   CEO,  Think  Passenger,  Inc.   Passenger  is  a  leader  in   providing  Market  Research   Online  Communi1es  PlaKorm  
  • 9. Our Product – eZi CORE™ Text Analytics Engine 9   MeshLabs eZi CORE ™ eZi Semantic Search ™ eZi Reco ™ eZi Connectors ™ and Crawlers Microsoft SharePoint, Outlook, Alfresco Enterprise Content Web Content eZi Sentiment Analyzer ™ Entity Extractor POS Tagging Classifier Clustering Rules Engine Inference / Reasoner Unified Semantic Index / Triple Store Search Interface Dashboards APIs Custom Solutions •  On-­‐Premise   •  SaaS   •  API  
  • 10. Core Capabilities 10   ü   Data  Acquisi<on  and  Inges<on   ü   Text  Prepara<on       ü   Named  En<ty  Extrac<on   ü   Auto-­‐Categoriza<on   ü   Feature  Extrac<on   ü   Sen<ment  Analysis   ü   Summariza<on   ü   Recommenda<on   ü   Faceted  Search   ü   Dashboard  &  Repor<ng  
  • 11. Data Acquisition and Ingestion 11   •  File  System   •  SharePoint   •  Alfresco   •  Web  Crawler   •  TwiUer   •  Facebook   •  Blogs   •  YouTube   •  Discussion  Forums   •  Yahoo  Answers   •  Hadoop  File  System  (S3,   HDFS  etc.)   •  Databases  (any  JDBC   compliant  database)    
  • 12. 12   Out-of-the-box Taxonomies Airline  Industry   Automobile   Industry   Banking   Company  -­‐   Industry   Classifica<on   Computers  and   Laptops   Corporate  Social   Responsibility   Cosme<cs   Customer  Service   -­‐  Generic   Hotels   Human  Resources   -­‐  Voice  of   Employee   Product-­‐Category   Classifica<on   Real  Estate   Retail   Smart  Phones  and   Tablets   Telecom   Travel  
  • 14. Sentiment Analysis 14   •  Feature-­‐Based  Sen<ment  Analysis  supported   •  Lexicon  based  analysis   §  Per-­‐domain  lexicon  supported   •  Uses  deep  parsing  to     §  Iden<fy  features   §  Associa<on  of  nega<on  and  suppor<ng  words   •  Mul<ple  levels  of  sen<ment  scoring  supported   •  Sen<ment  Analysis  done  at  sentence  fragment  scope   •  Weighted  rollup  of  sen<ment  score  provides  overall   view  
  • 15. Feature Detection 15   •  Features:  Extrac<on  of  Context  Relevant   Nouns  /  Noun  Phrases     ü  Noun  Phrase  Extrac<on   ü  Deep  Parsing  and  Lexical  Chaining   ü  Sen<ment  Scoring    at  Feature-­‐level   “The  coffee  was  bad,  but  the  sandwich  was  good.”     •  Featureless  Sen<ment  Score  –  Neutral   •  Featured-­‐based:   ü  Overall  Sen<ment  –  Neutral   ü  Coffee  –  Nega<ve   ü  Sandwich  -­‐  Posi<ve  
  • 16. Contact Us 16   sales@meshlabsinc.com   www.meshlabsinc.com   @meshlabs   linkedin.com/company/meshlabs   facebook.com/meshlabs   USA:  1-­‐602-­‐617-­‐9370    |    India:  91-­‐9986004572