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Driving Process Excellence through
Intelligent Automation across the
Contract Management Lifecycle
By adding intelligent automation to the contract management
process, organizations can improve contract search, retrieval
and management, drive cost savings, speed processing, boost
compliance and reduce risk.
Executive Summary
There’s no getting around it: Enterprises must
deal with a daily onslaught of contract documents
spanning many purposes, formats and sources,
whether it’s a purchase order, sales or service
agreement, invoice, insurance policy, loan
warranty, mortgage, rental lease, employee letter,
non-disclosure agreement or another type of legal
and binding agreement.
Most organizations are saddled with enormous
and unstructured volumes of legal documents. In
our experience, the average number of contracts
per organization can range into the hundreds of
thousands per year, with large companies potential-
ly generating several thousand new contracts every
month. Over 70% of companies in a recent survey
said their contract process was not automated,
with 58.6% using e-mail and 49.4% using shared
drives.1
This reveals a need for enterprise contract
management (ECM), a software solution that aims
to bring structure and automation to the contract
management lifecycle by ensuring that a contract
is structured properly and reviewed appropriately,
its provisions enforced and intent realized, and its
weaknesses recognized and corrected.2
An ECM solution should include the following
features and capabilities:
•	Seamless workflow and integration across
enterprise departments and systems.
•	A central repository with state-of-the-art
document management capabilities.
•	The ability to send automated alerts based on
milestones.
•	An intuitive and robust workflow management
system for contract authoring, review and
approvals.
•	Auditing and reporting on key performance
indicators to measure contract performance.
This white paper reveals how large organizations
can get the best value from their ECM solutions by
using intelligent automation tools to address the
challenges of efficiently managing paper-based
and digital images of contract documents.
cognizant 20-20 insights | july 2015
• Cognizant 20-20 Insights
Why an ECM Implementation
Alone Isn’t Enough
While many enterprises are adopting ECM
solutions, they face three main challenges when
trying to improve their contract management
processes (see Figure 1):
•	Existing contracts: Almost every company has
a large pile of active legacy contracts, in both
digital and, more often, paper form, and 85% of
companies still use manual processes to manage
sales contracts.3
As a result, a document such as
a statement of work (SOW) for application engi-
neering services sourced to an IT vendor for a
multi-year engagement may have been created
and signed years earlier, but it would need to
be referred to and adhered to today, until the
engagement is completed, according to the
contract terms. If the SOW were in digital format,
it could be stored in a centralized repository, if
one exists, or in one of many disparate systems,
leading to search and retrieval challenges.
•	Mergers and acquisitions: Global merger and
acquisition (M&A) activity hit $3.5 trillion in
2014, up 47% from 2013,4
and over 300% from
a decade ago. A major outcome of the resultant
restructurings is a sudden spike in the number and
variations of contract documents in the merged
or parent enterprise. In some cases, the parent
company may have finally succeeded in establish-
ing an ECM solution pre-merger but once again
faces the daunting task of dealing with a complete
lack of structure, templates and formats via the
contracts acquired in the transaction.
•	New contracts from unstructured sources
and in a variety of formats: Virtually every
aspect of an organization is guided by a contract
document, including the company’s engagement
with partners, suppliers, customers, contrac-
tors and employees. For each type of contrac-
tual relationship, the actual legal agreement
that’s produced may differ dramatically based
on the participating entities (organizations),
the nature of agreement (purchase, lease, hire,
services, etc.) and, often, the individual con-
tracting officer(s) involved in the negotiations
and decision-making process. Thus, for each
new engagement, an enterprise will typically
end up with completely new contract sources,
types, formats and structures.
Three Key Business Challenges
As companies come to grips with these issues,
they must overcome several obstacles:
•	Contract search and retrieval: Gaining visibility
into contract activity is necessary for the
enterprise to maximize the value of negotiated
agreements. A complete solution should enable
quick and easy contract retrieval through
structured search terms, contract metadata and
tags, and enterprise-wide search engines.
•	Contract compliance: Tracking key milestones,
deliverables and service level agreements over
the contract’s lifecycle is necessary to ensure
that the contracting parties realize the benefits
negotiated. Of equal importance is paying
attention to penalty clauses that could poten-
tially result in significant financial losses.
•	Managing the base of pyramid (BoP): While
many large organizations today are able to
engage with their top customers, suppliers and
partners through structured and digitized con-
tracting systems because of the sheer volume
and value of contracts involved, they face a
challenge when it comes to dealing with the
numerous smaller entities that form the base
of their supplier/customer/partner pyramid.
In these cases, contracts are often in paper
form and do not work through software-based
contract management solutions, which can
result in direct revenue leakage through missed,
incorrect or delayed invoicing, as well as less
direct but equally critical losses, such as intellec-
tual property. Manual search and management of
the sheer volume of contracts creates expensive
inefficiencies in the enterprise, resulting in:
>> 	Increased costs due to the need for manu-
al effort, as well as the inability to deploy
time and resources into more productive
initiatives.
Contract Management Challenges
Figure 1
cognizant 20-20 insights 2
Active legacy contracts
in the enterprise
New supplier, customer, partner relationships
Mergers & acquisitions
E-contracts Paper
contracts
>> 	Complex evaluation, negotiation and ap-
proval processes.
>> 	Lack of business intelligence (e.g., total
annual spend on purchasing and/or con-
tracting, compliance ratios, the number of
contracts expiring or with renewal opportu-
nities in the next months, etc.).
>> 	Increased corporate exposure to operation-
al risks and financial liability.
>> 	Poor enforcement of contractual obliga-
tions.
>> 	Expensive lost opportunities in terms of
terminations, renewals and options.
Introducing Automation into
Contract Management
Two approaches that organizations should
consider when automating contract management
include:
•	Optical character recognition (OCR). With
OCR, images of typewritten or printed text are
mechanically or electronically converted into
machine-encoded text. This is a common method
of digitizing printed text so that a document
can be electronically edited, searched, stored
more compactly, displayed online and used in
machine processes, such as machine transla-
tion, text-to-speech, key data and text mining.
Today’s OCR engines can be used for various
applications that require data to be extracted
meaningfully out of images into structured text
formats, such as XML, XLS, JSON and relational
database formats, for further querying and
action.
OCR can be applied in two broad ways to contracts:
>> 	Converting the complete contract docu-
ment to text.
>> 	Extracting contract metadata from the doc-
uments.
In both cases, it is assumed that the contract
documents are made available in an electronic
format, regardless of source and template.
Documents may be received via e-mail, fax, Web
uploads or in paper format; in the latter scenario,
the document would need to be scanned into a
repository. The key lies in the OCR engine’s ability
to produce a text version from the scanned images
(see Figure 2).
•	Intelligent process automation (IPA) combines
elements of artificial intelligence and machine
learning with automation to improve business
processes. We help organizations enable IPA
through a powerful, proprietary framework of
technology, methodology, best practices and
toolsandintegratedanalytics.IPAisanadvanced
form of robotic process automation (RPA),
which can be defined as a virtual software robot
taught to carry out routine tasks previously
handled by humans, in the same way, and in the
existing system landscape. (For more on IPA and
RPA, read our white paper “The Robot & I” or
cognizant 20-20 insights 3
Contract Process Automation with OCR
Figure 2
Paper Contracts
Scanned into digital formats
via mailroom services,
crowdsourcing
Sources
Easy search &
retrieval
Contract
compliance
Managing the
base of the
pyramid
E-contracts
From e-mail attachments,
faxes, Web uploads, ECM
and DMS repositories, etc.
Data Extraction
with OCR:
Contract
metadata
Contract
classification
Contract
extraction
Process Outcomes
cognizant 20-20 insights 4
watch our video series). When IPA is applied to
back-office operations, the following features
should be present:
>> 	Digitized input, with limited human inter-
vention.
>> 	Structured, rules-based, repeatable, com-
puter-based tasks.
>> 	High possibility for error or re-work, with
limited need for exceptions.
>> 	The need to make decisions and use algo-
rithms.
>> 	The need to access multiple systems.
>> 	Fluctuating workloads and volumes with
long average handling times.
Key IPA applications in the contract management
lifecycle include conflict checks and client billing.
Organizations can create and train contract
analytics robots5
to extract and report contract
data (typically using an OCR engine) and then
perform tasks dependent on the data extracted.
IPA solutions can also be applied to contract nego-
tiations, as the robot can be taught negotiation
limits to draw up a report covering all contracts
that fall outside those parameters.
IPA can increase the efficiency of contract
management by checking and reporting all
payments made and received against the
contracts signed with another party. IPA solutions
can also be used to manage “dirty” interfaces, in
which data, printed or handwritten, needs to be
transferred between applications that are not
integrated (e.g., automatically updating contract
values with payment dates from a document in
the company’s contract management system to
the revenue management system).
In summary, IPA can be applied in contracts
management to accomplish the following:
>> 	Save processing time through automation
of structured and rules-driven processes.
>> 	Monitor and report on payments against
contractual terms.
>> 	Minimize human error and improve con-
tract negotiation performance.
Figure 3 highlights the attributes and potential
impacts of robots in business process automation,
based on a survey conducted by the Cognizant
Center for the Future of Work.6
Contract Processing with OCR
An OCR engine typically executes three stages
while processing a scanned contract document
(see Figure 4, next page). In the first stage, the
scanned images are subject to one or more of
several techniques to reduce or remove the “noise.”
For instance, additional dots or lines may appear
on the image during scanning, interfering with the
actual gridlines of a table in an invoice, or there
may be a coffee stain on the original document
that affects the readability of critical characters or
words. Sometimes, the document may have been
skewed or tilted during scanning. In all of these
scenarios, the OCR reader’s recognition accuracy
is significantly reduced unless the noise is removed.
The second stage entails character recogni-
The Impact of IPA on Business Process Services
21%
19%
14%
11%
21%
Reduce
error rates
Improve standardization
of process workflow
Better manage
repeatable tasks
Reduce reliance
on multiple systems/
screens to complete
the process
Create a frictionless,
“straight-through”
process
Base: 537 North American and European Organizations
Source: Cognizant Center for the Future of Work, 2015
Figure 3
cognizant 20-20 insights 5
Figure 4
Three Stages of OCR for Processing Contract Documents
tion, either via pattern matching (also known as
matrix matching or pattern recognition) or feature
extraction. In the first case, algorithms compare
an image with a stored glyph (an elemental symbol
that represents a readable character) on a pixel-
by-pixel basis. Feature extraction decomposes
glyphs into ”features,” such as lines, closed loops,
line direction and line intersections, which are
compared with an abstract vector-like represen-
tation of a character, which may be reduced to one
or more glyph prototypes.
OCR accuracy can be increased if the output is
constrained by a lexicon – a list of words that are
allowed to occur in a document. This forms the
third and final post-processing stage, in which the
extracted characters and words are compared
against a dictionary or glossary of contract-relat-
ed words.
Benefits of Automation in
Contract Management
To reap positive results, we recommend that orga-
nizations prioritize the following:
•	Faster search and retrieval: Quick access to
critical dates, obligations and key terms, along
with the ability to seamlessly find and view
current contracts, amendments, history and
correspondence.
•	Risk mitigation: Clear visibility into all contract
critical dates, obligations, SLAs and penalties,
key financials, warranties and insurance,
milestones and deliverables, providing enter-
prises with improved contract compliance.
•	Contract performance: Better enforcement of
contractual obligations, preventing potential
financial leakage or opportunity cost in terms
of terminations, renewals and other options.
•	Automated invoice generation and recon-
ciliation: Seamless downstream integration
between the e-contracts system and the enter-
prise’s invoice-generation application, enabling
a trickle-down benefit through automated
generation and reconciliation of invoices
vis-à-vis contracts.
•	Relationship management: Improved devel-
opment and maintenance of supplier, customer
and partner relationships through better
contract performance.
•	Reporting and analytics: The ability to
understand total contract commitments and
liabilities, options for renewal, price variations,
etc., through “what-if” analysis.
Looking Forward
Businesses across the globe will continue to be
built and run on contracts, whether to establish
new relationships or enhance existing ones with
suppliers, customers, partners and employees.
OCR technologies and IPA are rapidly becoming
mainstream solutions, with well-demonstrated
benefits and return on investment within a year
or two, depending on contract size and volume in
the enterprise.
To successfully leverage these automation
solutions and derive value from them, organiza-
tions need to:
•	Ensure buy-in at all levels to digitize all contract
documents.
•	Create an efficient metadata-driven structure
to manage contracts.
•	Set key performance indicators to efficiently
measure value from increased productivity and
reduced costs through fewer reconciliations.
Aspect ratio and
scale normalization
Line & word detection
Line removal
De-speckling
De-skewing
Image
Pre-processing
Character
Recognition
Post-
Processing
Feature extraction
Pattern recognition/
matrix matching
Use of lexicon
Binarization
Layout analysis/zoning
About Cognizant
Cognizant (NASDAQ: CTSH) is a leading provider of information technology, consulting, and business
process outsourcing services, dedicated to helping the world’s leading companies build stronger busi-
nesses. Headquartered in Teaneck, New Jersey (U.S.), Cognizant combines a passion for client satisfac-
tion, technology innovation, deep industry and business process expertise, and a global, collaborative
workforce that embodies the future of work. With over 100 development and delivery centers worldwide
and approximately 217,700 employees as of March 31, 2015, Cognizant is a member of the NASDAQ-100,
the S&P 500, the Forbes Global 2000, and the Fortune 500 and is ranked among the top performing and
fastest growing companies in the world. Visit us online at www.cognizant.com or follow us on Twitter: Cognizant.
World Headquarters
500 Frank W. Burr Blvd.
Teaneck, NJ 07666 USA
Phone: +1 201 801 0233
Fax: +1 201 801 0243
Toll Free: +1 888 937 3277
Email: inquiry@cognizant.com
European Headquarters
1 Kingdom Street
Paddington Central
London W2 6BD
Phone: +44 (0) 20 7297 7600
Fax: +44 (0) 20 7121 0102
Email: infouk@cognizant.com
India Operations Headquarters
#5/535, Old Mahabalipuram Road
Okkiyam Pettai, Thoraipakkam
Chennai, 600 096 India
Phone: +91 (0) 44 4209 6000
Fax: +91 (0) 44 4209 6060
Email: inquiryindia@cognizant.com
­­© Copyright 2015, Cognizant. All rights reserved. No part of this document may be reproduced, stored in a retrieval system, transmitted in any form or by any
means, electronic, mechanical, photocopying, recording, or otherwise, without the express written permission from Cognizant. The information contained herein is
subject to change without notice. All other trademarks mentioned herein are the property of their respective owners.
About the Author
Rachita Bhattamishra is a Senior Manager within Cognizant’s Cognitive Computing Technology Lab. She has
over 11 years of experience in techno-functional consulting, business development and business analysis
for information management and digital intelligence solutions. Rachita is a Fulbright Fellow in Leadership
in Management at the Tepper School of Business, Carnegie Mellon University, and holds an M.B.A. from the
Indian Institute of Management Indore. She can be reached at Rachita.Bhattamishra@cognizant.com.
Footnotes
1	 “2015 State of Contract Management,” SpringCM, 2015, https://go.springcm.com/research-report-state-of-
contract-management-lp.
2	 “The Ultimate Contract Management Software Beginner’s Guide,” Selectica, October 2014, http://www.
selectica.com/resources/guide/contract-management-guide.
3	 “Gaining More Control Over Sales Contracts Is Key to Process Efficiency and Customer Renewals,
Aberdeen Says,” PR Newswire, May 3, 2015, http://www.prnewswire.co.uk/news-releases/gaining-more-
control-over-sales-contracts-is-key-to-process-efficiency-and-customer-renewals-new-aberdeen-report-
says-155265995.html.
4	 Dan Primack, “2014 Was a Huge Year for M&A and Private Equity,” Fortune, Jan. 5, 2015, http://fortune.
com/2015/01/05/2014-was-a-huge-year-for-ma-and-private-equity/.
5	 Berwin, Leighton Paisner Web site, http://www.blplaw.com.
6	 “The Robot and I: How New Digital Technologies Are Making Smart People and Businesses Smarter by
Automating Rote Work,” Cognizant Technology Solutions, January 2015, http://www.cognizant.com/
InsightsWhitepapers/the-robot-and-I-how-new-digital-technologies-are-making-smart-people-and-busi-
nesses-smarter-codex1193.pdf.
Codex 1427

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Driving Process Excellence through Intelligent Automation across the Contract Management Lifecycle

  • 1. Driving Process Excellence through Intelligent Automation across the Contract Management Lifecycle By adding intelligent automation to the contract management process, organizations can improve contract search, retrieval and management, drive cost savings, speed processing, boost compliance and reduce risk. Executive Summary There’s no getting around it: Enterprises must deal with a daily onslaught of contract documents spanning many purposes, formats and sources, whether it’s a purchase order, sales or service agreement, invoice, insurance policy, loan warranty, mortgage, rental lease, employee letter, non-disclosure agreement or another type of legal and binding agreement. Most organizations are saddled with enormous and unstructured volumes of legal documents. In our experience, the average number of contracts per organization can range into the hundreds of thousands per year, with large companies potential- ly generating several thousand new contracts every month. Over 70% of companies in a recent survey said their contract process was not automated, with 58.6% using e-mail and 49.4% using shared drives.1 This reveals a need for enterprise contract management (ECM), a software solution that aims to bring structure and automation to the contract management lifecycle by ensuring that a contract is structured properly and reviewed appropriately, its provisions enforced and intent realized, and its weaknesses recognized and corrected.2 An ECM solution should include the following features and capabilities: • Seamless workflow and integration across enterprise departments and systems. • A central repository with state-of-the-art document management capabilities. • The ability to send automated alerts based on milestones. • An intuitive and robust workflow management system for contract authoring, review and approvals. • Auditing and reporting on key performance indicators to measure contract performance. This white paper reveals how large organizations can get the best value from their ECM solutions by using intelligent automation tools to address the challenges of efficiently managing paper-based and digital images of contract documents. cognizant 20-20 insights | july 2015 • Cognizant 20-20 Insights
  • 2. Why an ECM Implementation Alone Isn’t Enough While many enterprises are adopting ECM solutions, they face three main challenges when trying to improve their contract management processes (see Figure 1): • Existing contracts: Almost every company has a large pile of active legacy contracts, in both digital and, more often, paper form, and 85% of companies still use manual processes to manage sales contracts.3 As a result, a document such as a statement of work (SOW) for application engi- neering services sourced to an IT vendor for a multi-year engagement may have been created and signed years earlier, but it would need to be referred to and adhered to today, until the engagement is completed, according to the contract terms. If the SOW were in digital format, it could be stored in a centralized repository, if one exists, or in one of many disparate systems, leading to search and retrieval challenges. • Mergers and acquisitions: Global merger and acquisition (M&A) activity hit $3.5 trillion in 2014, up 47% from 2013,4 and over 300% from a decade ago. A major outcome of the resultant restructurings is a sudden spike in the number and variations of contract documents in the merged or parent enterprise. In some cases, the parent company may have finally succeeded in establish- ing an ECM solution pre-merger but once again faces the daunting task of dealing with a complete lack of structure, templates and formats via the contracts acquired in the transaction. • New contracts from unstructured sources and in a variety of formats: Virtually every aspect of an organization is guided by a contract document, including the company’s engagement with partners, suppliers, customers, contrac- tors and employees. For each type of contrac- tual relationship, the actual legal agreement that’s produced may differ dramatically based on the participating entities (organizations), the nature of agreement (purchase, lease, hire, services, etc.) and, often, the individual con- tracting officer(s) involved in the negotiations and decision-making process. Thus, for each new engagement, an enterprise will typically end up with completely new contract sources, types, formats and structures. Three Key Business Challenges As companies come to grips with these issues, they must overcome several obstacles: • Contract search and retrieval: Gaining visibility into contract activity is necessary for the enterprise to maximize the value of negotiated agreements. A complete solution should enable quick and easy contract retrieval through structured search terms, contract metadata and tags, and enterprise-wide search engines. • Contract compliance: Tracking key milestones, deliverables and service level agreements over the contract’s lifecycle is necessary to ensure that the contracting parties realize the benefits negotiated. Of equal importance is paying attention to penalty clauses that could poten- tially result in significant financial losses. • Managing the base of pyramid (BoP): While many large organizations today are able to engage with their top customers, suppliers and partners through structured and digitized con- tracting systems because of the sheer volume and value of contracts involved, they face a challenge when it comes to dealing with the numerous smaller entities that form the base of their supplier/customer/partner pyramid. In these cases, contracts are often in paper form and do not work through software-based contract management solutions, which can result in direct revenue leakage through missed, incorrect or delayed invoicing, as well as less direct but equally critical losses, such as intellec- tual property. Manual search and management of the sheer volume of contracts creates expensive inefficiencies in the enterprise, resulting in: >> Increased costs due to the need for manu- al effort, as well as the inability to deploy time and resources into more productive initiatives. Contract Management Challenges Figure 1 cognizant 20-20 insights 2 Active legacy contracts in the enterprise New supplier, customer, partner relationships Mergers & acquisitions E-contracts Paper contracts
  • 3. >> Complex evaluation, negotiation and ap- proval processes. >> Lack of business intelligence (e.g., total annual spend on purchasing and/or con- tracting, compliance ratios, the number of contracts expiring or with renewal opportu- nities in the next months, etc.). >> Increased corporate exposure to operation- al risks and financial liability. >> Poor enforcement of contractual obliga- tions. >> Expensive lost opportunities in terms of terminations, renewals and options. Introducing Automation into Contract Management Two approaches that organizations should consider when automating contract management include: • Optical character recognition (OCR). With OCR, images of typewritten or printed text are mechanically or electronically converted into machine-encoded text. This is a common method of digitizing printed text so that a document can be electronically edited, searched, stored more compactly, displayed online and used in machine processes, such as machine transla- tion, text-to-speech, key data and text mining. Today’s OCR engines can be used for various applications that require data to be extracted meaningfully out of images into structured text formats, such as XML, XLS, JSON and relational database formats, for further querying and action. OCR can be applied in two broad ways to contracts: >> Converting the complete contract docu- ment to text. >> Extracting contract metadata from the doc- uments. In both cases, it is assumed that the contract documents are made available in an electronic format, regardless of source and template. Documents may be received via e-mail, fax, Web uploads or in paper format; in the latter scenario, the document would need to be scanned into a repository. The key lies in the OCR engine’s ability to produce a text version from the scanned images (see Figure 2). • Intelligent process automation (IPA) combines elements of artificial intelligence and machine learning with automation to improve business processes. We help organizations enable IPA through a powerful, proprietary framework of technology, methodology, best practices and toolsandintegratedanalytics.IPAisanadvanced form of robotic process automation (RPA), which can be defined as a virtual software robot taught to carry out routine tasks previously handled by humans, in the same way, and in the existing system landscape. (For more on IPA and RPA, read our white paper “The Robot & I” or cognizant 20-20 insights 3 Contract Process Automation with OCR Figure 2 Paper Contracts Scanned into digital formats via mailroom services, crowdsourcing Sources Easy search & retrieval Contract compliance Managing the base of the pyramid E-contracts From e-mail attachments, faxes, Web uploads, ECM and DMS repositories, etc. Data Extraction with OCR: Contract metadata Contract classification Contract extraction Process Outcomes
  • 4. cognizant 20-20 insights 4 watch our video series). When IPA is applied to back-office operations, the following features should be present: >> Digitized input, with limited human inter- vention. >> Structured, rules-based, repeatable, com- puter-based tasks. >> High possibility for error or re-work, with limited need for exceptions. >> The need to make decisions and use algo- rithms. >> The need to access multiple systems. >> Fluctuating workloads and volumes with long average handling times. Key IPA applications in the contract management lifecycle include conflict checks and client billing. Organizations can create and train contract analytics robots5 to extract and report contract data (typically using an OCR engine) and then perform tasks dependent on the data extracted. IPA solutions can also be applied to contract nego- tiations, as the robot can be taught negotiation limits to draw up a report covering all contracts that fall outside those parameters. IPA can increase the efficiency of contract management by checking and reporting all payments made and received against the contracts signed with another party. IPA solutions can also be used to manage “dirty” interfaces, in which data, printed or handwritten, needs to be transferred between applications that are not integrated (e.g., automatically updating contract values with payment dates from a document in the company’s contract management system to the revenue management system). In summary, IPA can be applied in contracts management to accomplish the following: >> Save processing time through automation of structured and rules-driven processes. >> Monitor and report on payments against contractual terms. >> Minimize human error and improve con- tract negotiation performance. Figure 3 highlights the attributes and potential impacts of robots in business process automation, based on a survey conducted by the Cognizant Center for the Future of Work.6 Contract Processing with OCR An OCR engine typically executes three stages while processing a scanned contract document (see Figure 4, next page). In the first stage, the scanned images are subject to one or more of several techniques to reduce or remove the “noise.” For instance, additional dots or lines may appear on the image during scanning, interfering with the actual gridlines of a table in an invoice, or there may be a coffee stain on the original document that affects the readability of critical characters or words. Sometimes, the document may have been skewed or tilted during scanning. In all of these scenarios, the OCR reader’s recognition accuracy is significantly reduced unless the noise is removed. The second stage entails character recogni- The Impact of IPA on Business Process Services 21% 19% 14% 11% 21% Reduce error rates Improve standardization of process workflow Better manage repeatable tasks Reduce reliance on multiple systems/ screens to complete the process Create a frictionless, “straight-through” process Base: 537 North American and European Organizations Source: Cognizant Center for the Future of Work, 2015 Figure 3
  • 5. cognizant 20-20 insights 5 Figure 4 Three Stages of OCR for Processing Contract Documents tion, either via pattern matching (also known as matrix matching or pattern recognition) or feature extraction. In the first case, algorithms compare an image with a stored glyph (an elemental symbol that represents a readable character) on a pixel- by-pixel basis. Feature extraction decomposes glyphs into ”features,” such as lines, closed loops, line direction and line intersections, which are compared with an abstract vector-like represen- tation of a character, which may be reduced to one or more glyph prototypes. OCR accuracy can be increased if the output is constrained by a lexicon – a list of words that are allowed to occur in a document. This forms the third and final post-processing stage, in which the extracted characters and words are compared against a dictionary or glossary of contract-relat- ed words. Benefits of Automation in Contract Management To reap positive results, we recommend that orga- nizations prioritize the following: • Faster search and retrieval: Quick access to critical dates, obligations and key terms, along with the ability to seamlessly find and view current contracts, amendments, history and correspondence. • Risk mitigation: Clear visibility into all contract critical dates, obligations, SLAs and penalties, key financials, warranties and insurance, milestones and deliverables, providing enter- prises with improved contract compliance. • Contract performance: Better enforcement of contractual obligations, preventing potential financial leakage or opportunity cost in terms of terminations, renewals and other options. • Automated invoice generation and recon- ciliation: Seamless downstream integration between the e-contracts system and the enter- prise’s invoice-generation application, enabling a trickle-down benefit through automated generation and reconciliation of invoices vis-à-vis contracts. • Relationship management: Improved devel- opment and maintenance of supplier, customer and partner relationships through better contract performance. • Reporting and analytics: The ability to understand total contract commitments and liabilities, options for renewal, price variations, etc., through “what-if” analysis. Looking Forward Businesses across the globe will continue to be built and run on contracts, whether to establish new relationships or enhance existing ones with suppliers, customers, partners and employees. OCR technologies and IPA are rapidly becoming mainstream solutions, with well-demonstrated benefits and return on investment within a year or two, depending on contract size and volume in the enterprise. To successfully leverage these automation solutions and derive value from them, organiza- tions need to: • Ensure buy-in at all levels to digitize all contract documents. • Create an efficient metadata-driven structure to manage contracts. • Set key performance indicators to efficiently measure value from increased productivity and reduced costs through fewer reconciliations. Aspect ratio and scale normalization Line & word detection Line removal De-speckling De-skewing Image Pre-processing Character Recognition Post- Processing Feature extraction Pattern recognition/ matrix matching Use of lexicon Binarization Layout analysis/zoning
  • 6. About Cognizant Cognizant (NASDAQ: CTSH) is a leading provider of information technology, consulting, and business process outsourcing services, dedicated to helping the world’s leading companies build stronger busi- nesses. Headquartered in Teaneck, New Jersey (U.S.), Cognizant combines a passion for client satisfac- tion, technology innovation, deep industry and business process expertise, and a global, collaborative workforce that embodies the future of work. With over 100 development and delivery centers worldwide and approximately 217,700 employees as of March 31, 2015, Cognizant is a member of the NASDAQ-100, the S&P 500, the Forbes Global 2000, and the Fortune 500 and is ranked among the top performing and fastest growing companies in the world. Visit us online at www.cognizant.com or follow us on Twitter: Cognizant. World Headquarters 500 Frank W. Burr Blvd. Teaneck, NJ 07666 USA Phone: +1 201 801 0233 Fax: +1 201 801 0243 Toll Free: +1 888 937 3277 Email: inquiry@cognizant.com European Headquarters 1 Kingdom Street Paddington Central London W2 6BD Phone: +44 (0) 20 7297 7600 Fax: +44 (0) 20 7121 0102 Email: infouk@cognizant.com India Operations Headquarters #5/535, Old Mahabalipuram Road Okkiyam Pettai, Thoraipakkam Chennai, 600 096 India Phone: +91 (0) 44 4209 6000 Fax: +91 (0) 44 4209 6060 Email: inquiryindia@cognizant.com ­­© Copyright 2015, Cognizant. All rights reserved. No part of this document may be reproduced, stored in a retrieval system, transmitted in any form or by any means, electronic, mechanical, photocopying, recording, or otherwise, without the express written permission from Cognizant. The information contained herein is subject to change without notice. All other trademarks mentioned herein are the property of their respective owners. About the Author Rachita Bhattamishra is a Senior Manager within Cognizant’s Cognitive Computing Technology Lab. She has over 11 years of experience in techno-functional consulting, business development and business analysis for information management and digital intelligence solutions. Rachita is a Fulbright Fellow in Leadership in Management at the Tepper School of Business, Carnegie Mellon University, and holds an M.B.A. from the Indian Institute of Management Indore. She can be reached at Rachita.Bhattamishra@cognizant.com. Footnotes 1 “2015 State of Contract Management,” SpringCM, 2015, https://go.springcm.com/research-report-state-of- contract-management-lp. 2 “The Ultimate Contract Management Software Beginner’s Guide,” Selectica, October 2014, http://www. selectica.com/resources/guide/contract-management-guide. 3 “Gaining More Control Over Sales Contracts Is Key to Process Efficiency and Customer Renewals, Aberdeen Says,” PR Newswire, May 3, 2015, http://www.prnewswire.co.uk/news-releases/gaining-more- control-over-sales-contracts-is-key-to-process-efficiency-and-customer-renewals-new-aberdeen-report- says-155265995.html. 4 Dan Primack, “2014 Was a Huge Year for M&A and Private Equity,” Fortune, Jan. 5, 2015, http://fortune. com/2015/01/05/2014-was-a-huge-year-for-ma-and-private-equity/. 5 Berwin, Leighton Paisner Web site, http://www.blplaw.com. 6 “The Robot and I: How New Digital Technologies Are Making Smart People and Businesses Smarter by Automating Rote Work,” Cognizant Technology Solutions, January 2015, http://www.cognizant.com/ InsightsWhitepapers/the-robot-and-I-how-new-digital-technologies-are-making-smart-people-and-busi- nesses-smarter-codex1193.pdf. Codex 1427