Business Rules Management with Visual Rulesdocumentation.bosch-si.com/brm/8_0/pdf/en/VR... ·...
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Bosch Software Innovations
Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
© Bosch Software Innovations GmbH 2018. All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution as well as in the event of applications for industrial property rights.2
Your technology and solution provider for BRM and BPM
Started projects
500+satisfied customers, including Amway,
DHL, REWE, Fiducia & GAD IT AG and
thyssenkrupp Steel Europe
Globally successful
15+ years
Years of experience
1 provider
Comprehensive portfolio
20+ scenarios
Diverse applications
in areas such as data analytics and data processing, e.g.
I4.0 machine data, decision management, invoice validation,
product configuration, fraud detection
of experience in planning, implementing, and realizing a
range of BRM and BPM projects
to cover the entire business process
and business rules lifecycle
Benefits of Visual Rules
Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Intuitive modeling. Agile rules. Smart decisions.
Transparence
Business logic is documented in form of rules which are stored central, versioned and changes are tracked.
Changeability
Can be modified quickly if constraints (e.g. laws) have changed.
Intuitiveness
Business experts can define their rules without IT support.
Separates concerns of business & IT
Both areas gain independence and increased productivity.
Simplicity & testability
Procedural modeling of the business workflows in visual, stateless rules. These allow easy unit tests and tracing.
Stability & performance
Stable and high-performant execution due to encapsulation in rules and automated code generation, build, and deployment.
Visual Rules
Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Business applications challenge business and IT
IT specialist Application
Chased by business:
Has to build a new
application versions
Translates requirements
into code
Depends on IT:
Has to request changes
via requirements
Can’t verify that
requirements are met
Application:
Black box for business
Hard to change
Needs to be tested after
changesBusiness expert
Requirements
Visual Rules
Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Separation of responsibility and lifecycle of software and rules
IT specialist Application
Enabled to:
Keep application stable
Focus on technology
• define data types
• access systems & data
• write rule expressions
Enabled to:
Own business logic
• define flow rule
• define decision table
Write acceptance tests
Trace decisions
Extracts the business logic:
documented
changeable (hot-swap)
versioned
tested automatically
Business expert
Separates responsibilities
and lifecycle:
Rules (Business)
Application (IT)
Business rules
Visual Rules
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Business and IT alignment
ITBusiness
Focus on business aspects
Own business logic
Fast, easy changes
Focus on technical aspects
Viable specs from business
Less maintenance efforts
Define, test, and document rules
Trace decisions
Analyze statistics
Define architecture
System integration
Operate business applications
Clear
responsibilities
Automated
toolchain
Objectives
Tasks
More flexibility Lower costs Higher quality
Visual
Rules
Visual
Rules
Visual Rules
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Support from conception to execution
Modeler
Modeling, testing, documentation generation,
debugging, analysis, optimization
Team
Collaboration, versioning, change history
Build
Build, automated testing, deployment
Execution
Rule execution, web services,
execution statistics
The Visual Rules Modeler supports:
interlinked views, search and navigation
content assist and validation
change history and comparison
refactoring and much more
Rules define input and output data
Decision tables are a compact form of simple rules
Applicable if
few input data
straight-forward mapping
Option to import data from Excel into the Visual Rules
Modeler as a decision table
Visual Rules Modeler
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Intuitive modeling of rules as decision tables
Visual Rules Modeler
Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Intuitive modeling of rules as flow rules
A unique visual approach for modeling similar to the
programming flow chart
Intuitive – even for highly complex specialist logic and
without any knowledge of programming
A two-step process:
First, structure and description is modeled
Then, conditions and calculations are added
Decision process is highly transparent, because it is
explicitly modeled, not implicitly given
Comprehensive documentation at the click of a button
visual rule
data model
dependencies and usage matrix
Defined test cases for specific input data and
expected results
Run tests immediately to debug the decision-
making
Automatically executed tests during build to roll out
only rules which are accepted
Highlighting of deviations from expected result
Procedural and stateless modeling approach to
ensure that unit tests of rules are sufficient for
validation of correctness
Visual Rules Modeler
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Acceptance testing of rules
Visual Rules Server: Team and Build
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Build, test and deploy rules with speed
Multiple authors can modify rule models at the same
time as well as control of access rights
Scheduled builds, automatically build after changes or
manual trigger builds on demand
Rules are stored in the central repository for
management and versioning, testing, and
documentation
Visual comparison and merging of different versions at
the click of a button
Role-based authorization process
Automated deployment to execution environments and
repositories
Visual Rules Execution Platform
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Execution of rules in high-speed and visualized performance
Hot-swap capability allows rule deployment without
downtime
Smooth rule version updates and rollback through
multiple version support
Makes rules available for the business application in
form of:
SOAP or RESTful web services
Hot-swap capable Execution Core Java API
Java libraries
High performant rule execution in milliseconds range
Cloud-ready, with recipe for Amazon Web Services and
Bosch IoT Cloud
Horizontally scalable in a cluster or cloud
Visual Rules Server
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Supervise rule execution and utilization
Monitoring of the utilization and performance of the
Visual Rules Server during operations
Welcome page for an utilization overview
rule executions over time
top rules being executed
uptime, memory usage, deployed libraries
Metrics are exposed in several formats:
JMX
REST & Prometheus
Graphite
Create your individual Grafana operations dashboard
Visual Rules
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Track execution statistics and drill-down to individual decisions
Record runtime statistics during rule execution in the
Execution Platform
on various levels from switched-off to high
Statistics displayed in the Visual Rules Modeler
individual rule executions to track decisions
per request to track statistical distribution
processing times
percentages
Graphical debugging allows to track decisions step-by-
step
Insights for optimization:
identify performance issues
optimize rule structure and decision order
Visual Rules
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Architecture
Gateway
Registry
Business
servicesinubit BPM
Business
application
Execution Core Runtime
Business
application
Business
applicationDatabases
Client
Server
Modeler Administration UI
Team Build Execution
Repositories
Collaboration
Source repository
Tagging
Building
Testing
Deployment
Rule services
Rule execution
Rule
editor
Test /
simulation
Data types
extensions
Statistics /
analysisVisual Rules
Server UI
Authentication
system
Visual Rules Toolchain
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Interplay of powerful tools and components
Visual Rules
Modeler
Simple for the
business, powerful
for the IT expert
Visual Rules
Server (Team)
Empowers the
business expert
Visual Rules
Server (Build)
Automated
rollout
Visual Rules
Execution Platform
Flexible
execution
Intuitive graphical modeling
Integrated test management, simulation and visual debugging
Extendable with own data types, functions, actions, services, etc.
Powerful Java & XSD integration for the IT expert
Enables simultaneous editing of rule models within a team
Central repository and documentation
Revision save versioning and change history
User- and team-based access control
Trigger builds by schedule, automatically after changes or on demand
Automated code generation, build acceptance testing, and publishing of rules
No downtime through hot deployment
Multiple concurrent rule versions allow rollback and staged version update
Integrate rules in the application as web services or via Java API
High-performant rule execution
Visual Rules
Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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High degree of scalability, more profitability
High setup flexibility
Authentication system
Supports on premise-, cluster-, Docker- and cloud
Multitenancy capability
Cloud-ready and dynamically scalable Execution Platform
Transparency, flexibility,
and audit capabilities
Central documentation of business logic
Easy changes with change history and versioning
Traceable decisions and statistical analysis
Development costs cut up to 50%
and up to 90% for maintenance
Business can change rules by themselves
IT has less code change requests, releases, and test effort
Automated build, regression tests, and deployment
Business Rules Management
with Visual Rules – Referenceswww.bosch-si.com/bpm-brm
One software – numerous applications – globally successful
Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Visual Rules at thyssenkrupp Steel Europe
“thyssenkrupp Steel Europe was facing the challenge of
gradually phasing out the models it had programmed itself
to manufacture various types of steel and replacing them
with a single, future-ready software solution. Thanks to the
graphical rules modeling offered by Visual Rules,
thyssenkrupp now possesses an agile, flexible solution for
the production of quality steel.”
thyssenkrupp Steel Europe
thyssenkrupp Steel Europe AG
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Rule-based production of various grades of steel
Customer benefits
Optimized, flexible steel production
New shared communication platform for steel engineers
and IT staff
Project details
One of the global technology leaders in the manufacture of
quality sheet-steel products
8.86 billion in sales (2013/14) and some 27,000 employees
Gradual phase-out of old, self-programmed rule-based models
Looking for a future-ready technology solution
Simple integration without limiting functionality
One software – numerous applications – globally successful
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Visual Rules at DHL Global Mail
“Instead of 2,000 lines of spaghetti code, we have now implemented the
USPS price catalogue using readable models the content of which is
validated by experts. We now have a thorough knowledge of the rules
implemented and can quickly make any necessary changes.”
Robert Werner
DHL Global Mail
Deutsche Post DHL (US)
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Tariff & logistics optimization down to the last mile
Customer benefits
Software makes it easy to make changes – for instance to
contracts or to the customer & logistics infrastructure
Maximizes benefit from highest discount rates
Continuous optimization of margins
Project details
Leading mail & logistics group
1 million client contacts / hour
> 470,000 employees worldwide
Modeling of US Postal Service’s discount system
(last mile monopoly)
Rule-based mail routing & sorting
One software – numerous applications – globally successful
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Visual Rules at Fiducia & GAD IT AG
“Thanks to the processes we have implemented so far using inubit
BPM and Visual Rules, we have been able to make enormous savings
– the average process time has been reduced by 45 minutes. Given a
global sum of 300,000 processes at our customers, that means a time
saving of more than 25,000 work days a year.”
Gerd Müller
Head of Architecture & Innovation
Fiducia & GAD IT AG
One software – numerous applications – globally successful
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Visual Rules at the REWE Group
“Because of the varying requirements of the
individual divisions, there is a need for specialist
modifications in various areas of the sales
operation when implementing the mobile inventory
application. Thanks to the underlying rules model,
this can be done without great outlay of time and
resources.”Thomas Friedl
REWE Group
REWE Group: Carrier management
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Logistics project using Visual Rules
Customer benefits
Transparent mapping of all process steps makes it possible
to accurately track errors in the sequence
Minimizes clearing and goodwill efforts
Reduces manual checking by 75%
Project details
REWE leads the European market
Sales 2012: 49.7 billion euros
> 15,000 stores worldwide
RFID- and barcode-supported identification of expensive freeze
containers
Rule-based assessment of cargo carrier movements and
automatic posting
Green Charge Networks (U.S.): GridSynergy™
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Optimization of supply grid
Customer benefits
Improves utilization of available energy resources to
reduce spikes in demand
Reduces investment and operating costs for energy
suppliers
Automates calculation of requirements and supply
of energy to the grid
Project details
Innovative energy supply partner
Partner of the U.S. Department of Energy
Focus on grid reliability
Real-time status updates, analysis of grid components right
down to individual power feeds and transformers
Visual representation for reducing load with decisions and
recommendations
Business Rules Management
with Visual Rules – Use Caseswww.bosch-si.com/bpm-brm
Product configuratorManaging product variants without programming
Existing situation:
Web-based product configurator
Business logic programmed into the web client
Daily alterations to product variants force IT department to make
modifications to the web application
Increasing complexity leading to performance and maintenance
issues in the web client
Benefits
A lean and effective web UI
IT department no longer has to modify the web UI on a daily basis
Specialist departments can see the business logic and make changes
themselves (even daily), automatically test these changes and put
them to productive use
Departments gain new insights thanks to execution statistics
Solution
Business logic converted into visual rules
Web UI acts solely as a visualization
Rules govern web UI backend
Every time a user clicks on the web UI, it triggers a rule call to
determine the remaining options, which are then relayed to the web
UI
28 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Validating invoicesAutomated validation: Visual Rules as an assistance system
Existing situation:
Manual verification costly and time consuming
Administration staff’s time bound up in repetitive work steps
Process slowed down by susceptibility to error
General work procedures subject to frequent changes
Benefits
General work procedures easily mapped and adapted within Visual
Rules
Fully automated verification based on consistent, objectively defined
rules
Reduced process costs thanks to decreased administration workload
Administration staff able to focus on complete and already verified
invoices
Solution
Visual Rules acts as an assistance system for processing clerks
Rules are modeled to check for completeness
Invoices automatically validated using Visual Rules
Administration staff able to view analysis results at the end of the
process
29 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Legal validation:Implementing regulatory changes quickly and dependably
Existing situation:
Products developed on the basis of the current legal situation
Legal restrictions often not adequately tracked
Time-consuming manual research and assessment required when
there are changes to the law
Risk of non-compliance in all aspects of the product
Solution
Laws are mapped centrally within Visual Rules and kept up to date
Rules are rolled out and automatically evaluated using Visual Rules
as an assistance system
Benefits
Consistent, objective evaluation
Seamless change history for audit purposes
Reduced risk of non-compliant products
30 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Formula changes (steel, pharma, manufacturing,...)Automated modification of production specifications
Existing situation:
No central programming/availability of formula rules
Time and expense to implement formula modifications in
applications
Uncertain availability of formulae in document systems
Benefits
Increased quality thanks to scenario-based testing
Experts are able to create and modify formula rules using graphical
modeling
Clear division of duties between department experts and IT
Documentation of formulae
SOA compatibility of Visual Rules
Solution
Rules and formula-based know-how automated and systematically
secured using Visual Rules
Rapid access to database content and availability of standard
interfaces
Automated generation of production specifications
31 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Export regulationFast, reliable verification of export transactions
Existing situation:
Significant demands placed on the export company
Checks against export lists, German War Weapons Control Act,
final destination countries, black lists, etc
High personnel costs for export companies and logistics service
providers as a result of the number of inspection procedures
Benefits
Automated, cost-efficient verification for standard tasks
Experts free to concentrate on problem cases
Quality and efficiency in standard processes is maintained
Experts able to modify rules modelswithout the need for IT specialists
in the event of any changes to export regulations
Solution
Export regulations visually mapped within Visual Rules
Rules used to automatically validate data and verify work processes
32 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Management of alerts and status reportsAutomatically monitoring statuses and reliably reporting errors
Existing situation:
Complexity of connected production chains calls for early warning
e.g. in case of bottlenecks
Critical importance of definition, mapping, and compliance with set
escalation procedures
Benefits
Fast and qualified response to notifications
Consistent compliance with escalation procedures
Transparent report tracking and audit capability
Solution
Visual modeling of dependencies, alarm triggers and notifications,
as well as escalation procedures
Automated evaluation of trigger signals and data within Visual
Rules
Defined escalation procedures and triggering of notifications/alarms
by Visual Rules depending on factors such as time of incident,
availability, release limits etc. using defined media such as e-mail
ticket systems
33 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Seed recommendationsRules-based yield maximization in the agricultural sector
Existing situation:
Selection/composition of seeds critical to a harvest’s business
success
Constant modifications undertaken due to new research findings,
newly approved varieties, new funding regulation, etc
Seed recommendation dependent on the knowledge level of
various experts
Benefits
Experts able to take the complex interdependencies of seed
recommendations and describe them in comprehensible rules that
they modify themselves
Seed recommendation process documented and automatically
replicated within the software
Rules model draws on expertise of numerous experts, and
subsequently provides a fully automated customer advisory service
Solution
Formalization of complex interdependencies and expert knowledge
in rules models within Visual Rules
Complexity can be broken down into several rules within Visual
Rules, making them both comprehensible and manageable
Visual Rules combines a wide range of data sources including
databases and meteorological systems
34 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Predictive maintenance for tractorsAn efficient collaboration between engineers and programmers
Existing situation:
Tractor engine predictive maintenance software project failed
because engineers and software developers were speaking
different languages
Software developers were implementing the engineers’ requests in
programming code that the engineers could not understand
There were always new tweaks being made along with additional
factors that led to an inefficient collaboration along the dependency
chain: Experts > Requirement > Programmers > Software
Benefits
Visual Rules creates a common language for engineers and IT
specialists, allowing them to work directly alongside one another
Engineers can take complex interdependencies and directly formalize
them as rules that can be developed further
Solution
Expert knowledge is translated into a Visual Rules rules model
extracted from programming code
Expert knowledge is presented as rules which engineers can easily
examine, test, and develop further
Rules models automatically evaluate and analyze engine data
Service personnel and customers are given early warning of
potential failures and recommended repairs
35 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Predictive maintenance in manufacturingProactive maintenance avoids production standstill
Existing situation:
Production lines brought to a standstill due to the failure of
individual machining centers
Diversified machine park supplying various data streams
Desire for comprehensive automated monitoring of machines and
evaluation of data in order to trigger a prompt response and avoid
expensive downtime
Benefits
Comprehensive monitoring of diversified machine park
Transparent documentation of expert knowledge
Rules easily modified to current production conditions
Reduction in (unscheduled) downtime
Reduced maintenance costs thanks to targeted intervention by
service technicians before damage / high levels of wear occurs
Solution
Data from the various machines collated and harmonized within
Visual Rules
Production workers and process experts formalize their expertise as
rules
Machine data automatically analyzed by Visual Rules
Service technicians notified of any potential disruptions via a
ticketing system
Ticket describes indicated problem, probability, and suggested
solution36 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Verification of benefit entitlements for health insurance policiesAutomated plausibility checks for medical bills
Existing situation:
Large number of claims made from health insurers in the form of
medical bills
Extensive time required by insurance personnel to validate data,
check settlement rates, and verify entitlements
Insurers keen to reduce the manual work involved while still being
able to detect any fraudulent claims
Benefits
Automated validation / processing of standard claims
Staff free to concentrate on conspicuous bills
High rate of detection of incorrect claims
Consistently high processing quality at reduced costs
Solution
Data validation rules mapped within Visual Rules
Medical bills verified for plausibility within Visual Rules on the basis
of rules models, such as what claims can be made for given
services, standard hospital stay for specific operations
37 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Damage claims managementAutomated control of damage claims
Existing situation:
Extensive time required by personnel to validate damage reports
and resulting entitlements
Insurers keen to reduce the manual work involved while still being
able to detect any fraudulent damage claims
Benefits
Automated verification of standard damage claims wile
maintaining high quality of claims processing
Staff free to concentrate on conspicuous claims
Shorter processing times and reduced process costs
Solution
Data validation rules mapped within Visual Rules
Rules models are used to examine damage reports for
completeness and plausibility in respect of specific data
Damage reports automatically evaluated and passed on to the most
suitable staff specialist
38 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Bonus and remuneration systemsCompensating employees using rules-based remuneration systemsExisting situation:
Employee evaluation and compensation is an extremely individual
matter, and variable in the criteria applied
Standard software unsuitable for personalized evaluations
Logic for personalized evaluation must be easy for the customer to
model and adapt
Benefits
Visual modeling allows HR departments to model frequent changes
without needing to handle highly complex and highly automated
billing software themselves
Flexibility and department independence from IT cuts costs
Fairest possible remuneration of performance
Solution
Rules models within Visual Rules depict individual aspects of
employee evaluation
Department can easily modify and personalize the evaluation within
Visual Rules
Automated calculation of individual bonus and employee payments
39 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Approval processesRules-based processing of applications
Existing situation:
Organizations have to deal with a whole array of applications and
authorization processes
A lot of staff time wasted on repetitive tasks devoted to the review
and approval of valid applications
Desire to cut processing time and process costs
Benefits
Cost savings thanks to high data quality and efficient / automated
authorization processes
All data required for processing checked for plausibility, saving on
queries
Staff members spend their time on more valuable activities, and on
tricky cases
Solution
Rules that harmonize and validate application data are stored within
Visual Rules
Visual Rules acts as an assistance system, automatically evaluating
requests and even approving them itself
Problematic requests forwarded on to the most suitable staff
specialist
Department can easily modify rules to fit other approval processes
40 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
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Robotic Process AutomationSimple automation and modification of repetitive tasks
Existing situation:
Business transactions often involve detailed information, and a
complex process of review and approval
It is extremely time consuming to check and harmonize this data,
which may apply to different certification standards, for example,
and the work is prone to error
Employees are faced with repetitive tasks
Desire to cut costs and relieve staff from repetitive activities
Benefits
Expensive staff time is only used where it yields maximum benefit
Reduced costs per business transaction
Consistently high process quality
Frees staff from dull, repetitive tasks and increases employee
satisfaction
Solution
Staff specialists use Visual Rules to define, modify, test, and
document rules to automate upstream process steps such as data
validation and data standardization
Visual Rules acts as an automated assistance system and aids in
decision making
Data sets are all fully tested and standardized before being passed
on to the specialist user with the right know-how and free capacity
41 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
© Bosch Software Innovations GmbH 2018. All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution as well as in the event of applications for industrial property rights.
Score cardTransparent and comparable scoring
Existing situation:
Business decisions rely on a host of qualitative and quantitative
contributing factors
These contributing factors are collated into score cards for scoring
Time consuming for experts to assess, and risk of subjective
evaluations
Benefits
Experts can quickly modify and optimize evaluation criteria and how
they fit together
Automated, consistently objective evaluation by Visual Rules
Qualitatively superior evaluations lead to better and faster decisions
Reduced costs per scoring / decision
Solution
Resembling the use of score cards, experts use Visual Rules to
define assessment criteria and their interaction
Visual Rules inputs contributing factors into an automatic
assessment, feeding back the results to the expert
42 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
© Bosch Software Innovations GmbH 2018. All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution as well as in the event of applications for industrial property rights.
Customer Relationship ManagementOptimized customer segmentation and campaigns
Existing situation:
Optimized customer segmentation is crucial to the success of
companies with a large customer base
Marketing campaigns tend to be expensive and time-consuming
Desire for specialist department to be able to refine customer
segmentation and have more control over campaign success
Benefits
Simulation, analysis and optimization prior to sending allows for more
targeted customer selection and campaigns
Reduced costs and greater campaign success
Transparent performance measurements
Solution
Marketing department uses Visual Rules to define rules for
customer segmentation within campaigns
Rules-based customer segmentation is tested, analyzed, and
optimized by the marketing department based on real customer
data
43 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
© Bosch Software Innovations GmbH 2018. All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution as well as in the event of applications for industrial property rights.
Product recommendationsThe best product to satisfy customers’ needs
Existing situation:
Some industries, the smartphone sector for instance, offer a variety
of products that is overwhelming for both salespeople and the
customer
This makes it extremely tricky to provide good quality advice, not
least because product development cycles are so short
Training staff is expensive and time consuming, and the margins in
sales are very low
Benefits
Consistent quality of advice across the board
Happier customers with higher referral rates and customer retention
Reduced sales costs
Solution
A small number of experts use Visual Rules to define questions that
capture customer preferences and the extent to which these
preferences are met by given features
All of the products in the catalog are centrally managed to track
which of their features fulfill a given preference
This provides a centrally managed advisory tool that can
recommend products to satisfy specific customer requirements on
the basis of actual expert knowledge
44 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
© Bosch Software Innovations GmbH 2018. All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution as well as in the event of applications for industrial property rights.
Air Quality IndexRules-based air quality monitoring
Existing situation:
The air quality index is a number used by government agencies to
communicate the air quality in specific cities
While the index is always calculated on the basis of the same set of
factors, the interpretation in terms of health risks can vary greatly
from place to place
Different sensors supply different data formats
Varying, sometimes subjective assessments of risks to health for
countries, cities, and private citizens
Benefits
Precompiled rules calculate the air quality index extremely effectively,
and Visual Rules offers a highly scalable solution
Customers can modify the evaluation of health risks for themselves
Solution
Fully automated, centralized calculation of air quality index and
evaluation of health risks
Rules translate data from different sensors into a standardized data
format
Rules-based calculation of the air quality index allows for
transparent, testable automation
Customers use predefined or self developed rules to evaluate
health risks
45 Bosch Software Innovations GmbH | INST/MKC | 08/01/2018
© Bosch Software Innovations GmbH 2018. All rights reserved, also regarding any disposal, exploitation, reproduction, editing, distribution as well as in the event of applications for industrial property rights.
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