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1
DATA QUALITY IS THE FOUNDATION FOR SUCCESSFUL BUSINESS INITIATIVES
2
Value Drivers
Business Initiatives
Cost Optimization
Stock ReductionDemand Planning
Strategic Sourcing
Key Enabler: Data Quality
Better operational efficiencies and
productivity
Improved decision making and opportunity
creation
Enterprise wide coordination
Supply Chain data opacity and ambiguity are issuesthat affect 100.000+ global companies
Large multinational corporations rely on ERPs or SRM Platforms for all their critical procurement processes where most ofthe relevant data in Purchase Orders, Invoices, Material Master Data and Catalog items is unstructured, multilanguage andsometimes even categorized in different taxonomy structures.
Crucial and large corporate initiatives succeed or fail based on data quality, like:• Business Intelligence• Spend Data Analysis for strategic procurement and sourcing optimization• Purchased Material Master Data and stock Management
The issue____
“80% of this data is unstructured, but most of the business value is in there” (Gartner)
The “holy grail” of spend management is the full and correct automated classification of spend data that drives 10% plus of potential saving (Aberdeen)
Digitalizing supply chain operations can “lower procurement costs by 20%, reduce supply chain process costs by 50% and increase revenue by 10%” (The Center for Global Enterprise - CGE)
gasketfor pump
pumpwith gasket
paperورقة
papier
Kâğıtбумага
紙 종이papel纸 papper
papirCryptic & Domain specific
Multilingual
Ambiguous
MANAGER
MaterialMaster Data
Supplier CatalogsInvoices
PurchaseOrders
Free-text orders
Contracts
The Complexity of Supply Chain Data
____
Creactives’ Applications
SPEND
ANALYSIS
TSV8
MATERIAL MASTER
DATA GOVERNANCE
TAM 4
REAL TIME
CATEGORIZATION
MG PROMPT
creation of the correct data
from the very beginning in
ERPs or P2P Platforms
harmonization & categorization
of already existing spend or material
master data
ARTIFICIAL INTELLIGENCE BASED SOLUTIONS
CONTINUOUS
CLEANSING
CATEGORIZER
REAL TIME
SEARCH
MATCHER
5
CLEANSINGCreactives’ Data quality
configuration engine
supports the setup of our
applications as well as the
one-off cleansing projectsKNOWLEDGE ENGINEERING
PLATFORM
ONE-OFF
PROJECTS
Data quality process
configuration and automation
Categorization
Enrichment
Matching
DELIVERY OF PROJECT SETUP THROUGH CREACTIVES’ COLLABORATIVE PLATFORM
7
Knowledge Base
Machine Learning/
NLP
SPEND
ANALYSIS
MATERIAL MASTER DATA
GOVERNANCE
Creactives’ Knowledge Engineering Platform
Domain experts
feedback
ONE-OFFCustomer’s Domain
Experts
Creactives
More than
100 Millionsof descriptions
analyzed
More than
languages under management
Multilanguage
25
Standards:
UNSPSCeCl@ssCPV…
More than
100 different
taxonomiesimplemented
Flexible Taxonomy
Standard or Custom
#1World’s
MultilanguageReusable Knowledge Base of Industrial
components
LARGEST
>4 million rules 4K Technical attributes
>14 Million of Producer Codes/ 700K patterns
>3.500 Brands under management
CREACTIVES’ KNOWLEDGE BASE: THE STARTING POINT
Categorization
UNSPSC
Brand & Code
(Enrichment)
Attribute
extraction
(Enrichment)
Description
Normalization
(Cleansing)
FOCUS ON THE MAIN OUTCOMES OF THE DATA QUALITY PROCESS
9
Customer Input Creactives Output
Description Material Number Original Material Group UNSPSC Category
Circuit breaker 2P / 25A / 300mA 5236942364Production Equipment and Machinery
Repairs & Maintenance39121601 - Circuit Breakers
SIEMENS Disyuntor 7854123099 Spare Parts 39121601 - Circuit Breakers
Leistungsschalter 400V 5SY4310-7 7896325632 MROM Supplies 39121601 - Circuit Breakers
Original Description
6FX8002-2AD00-1AE0 Kábel Siemens
Long Normalized Description
Signal Cable Siemens 6FX80022AD001AE0
Original Description
DIN 912 M 12x210 8.8Long Normalized Description
Socket screw DIN 912 12mmx210mm Class 8.8
Short Normalized Description
Signal Cable Siemens 6FX80022AD001AE0
Short Normalized Description
Socket screw DIN 912 M12x210 8.8
Ca
teg
oriza
tion
En
rich
me
nt
Ma
tch
ing
Category 31161518 – Socket Screws
UNSPSC Category 26121604 - Signal Cable
UNSPSC Category
EXAMPLES OF CREACTIVES’ CUSTOMERS
10
Matcher : Item Search Assistant
____
• High-performance full-text search engine forunstructured and structured data contained inClient’s Material Master Data, Internal Catalogs,Frame Contracts;
• Cross-language engine that recognize andmatch equivalent items described in naturallanguage
• Retrival accuracy of 95% for each search
www.yourwebsite.com
MG Prompt : Material Group
Search Assistant____
MG Prompt, perfectly integrated in the PR transaction,understands the natural language of the Requisitioner andproposes the 5 more consistent Categories over the Customercategorization system that can be :
• Standard (UNSPSC/eCl@ss)• Custom Taxonomies• Both
Accuracy of 95% on the proposed list of most suitable categories.
Smart CreationMaster Data
Creation Assistant____
Real time classification support in the customand/or standard taxonomy ( UNSPSC, eCl@ass)
Search and check if an already existing, equal orsimilar Material is available in current MaterialMaster Data :
- If the item already exist a duplicate creation isavoided,
- If the item doesn’t exist, the system support thecreation with the right categorization andeventual technical attribute normalization.
TAMInventory Optimizer
____TAM is a web-application for Material Master DataGovernance and enable a continuous and automateddata cleansing of purchased products.
Cleanse- up historical master data:
• Find duplicates items• Support enrichment• Normalize descriptions
Keep clean future material master data:
• Categorize• Warn on similar items• Detect missing technical attributes• Normalize descriptions
Procurement Data
Optimizer____
www.yourwebsite.com
Cleansing and enrichment of Spend data (POs, IR, GR…):• Enhanced categorization on:
• Standard Taxonomy (UNSPSC/eCl@ss)• Custom Taxonomy
• Brand & Producer code extraction from line item description• Supplier Group detection• 25+ Languages under management – without any upfront translation to English
Front end options:
Spend Analytics/ BI tools already in place: cleansed and enriched data ready to beexploited by customers’ stand alone Business Intelligence (BI) tool or embedded inSource to Pay platforms
Spend Analytics ++: Spend analysis for large enterprises developed by SAS Institute in collaboration with Creactives as part of SAS Continuous Monitoring solution for procurement optimization and fraud detection
TSV 8: stand alone Spend analysis tool developed by Add Value in collaboration with Creactives’ Technology
5
Massive Cleansing on historical data and automated periodic data refreshes with 95% Accuracy certified
Non-invasive solution____
ERPP
RO
CU
RE
ME
NT
INV
EN
TO
RY
PURCHASEORDERS
SPARE PARTS
SPARE PARTDESCRIPTION
SPARE PARTDEFINITION
MATERIAL GROUPCLASSIFICATION/PART NUMBER
/CONTRACT ITEM
PURCHASE ORDERDESCRIPTION
DATAOWNER
DEDUPLEDSPARE PARTS
SPARE PARTSINITIAL UPLOAD
PURCHASE ORDERSINITIAL UPLOAD
SPENDANALYSTS
CLASSIFIEDPURCH. ORDERS
SPEND ANALYSIS
1
2
45
“Add-on” applications working on top of the client’s ERPs / SRM using standard connectors
MASTER DATA CREATION
ITEM SEARCH
MONTHLY UPD.PURCH. ORDERS
SPARE PARTSUPDATE
MATERIAL MASTER DATA MANAGEMENT
MATERIAL GROUP SEARCH 3
P2P
MDM/MDG
Huge bottom line benefits
____Recurring savings
2-10 % 0f the year spendingSpend Analysis efficiency improvement
Quality improvement30-50% 0f the Material Group precision
Huge efficiency improvement of the Supply Chain processes
Warehouse optimization3-12%+ of the stock value
The revamping of material stock and the deduplication optimization are coupled
with continuous and precise governance
To take better advantage of the Data Driven Transformation, it’s essential to have trusted, governed, relevant and authoritative data.
Business model
____ Set-up project
Depending on
#LANGUAGES #TAXONOMIES,
#ITEMS
Elapsed
FROM A FEW DAYS
TOA FEW WEEKS
SaaS
Depending on
#LANGUAGES #ITEMS#USERS
#ERPs
Composed by
FIXED PART
+PAY AS YOU GO
Set-up project + SaaSLearning from examples to
build the Deep Neural Net andadapt the Semantic Knowledge Base
The variable part depending on the additional effective usage
Reference use cases:
____Creactives’ applications
are used by many prominent organizations from all
around the world.
An intelligent assistant suggesting the Material Group classification structure of the company for Purchase Orders
19 languagesDanish, Dutch, English, French, German, Italian, Mandarin (Chinese), Portuguese, Russian, Spanish, Arabic, Bulgarian, Croatian, Czech, Finnish, Greek, Hungarian, Japanese, Norwegian,
Polish, Swedish, Turkish
Suggestions Indirect: 1 Mio Catalog/ 0,5 Mio Free text PO lines/year
Divisions already implementedOne SRM/One SRM China
Energy management
Customer’ structure2.000+ Material Groups (ESN)
Accuracy95%
Environment1 centralized SRM
dozens of SAPs (6 main divisions)
1 centralized Data warehouse
Classification Assistant
“There is plenty of suppliers claiming to support supply chain with AI, but those guys coming from Verona are doing great things”
Thomas Holzner, Digital Program Manager, Siemens At Data Intelligence technology forum 2018
7
Service de soudage
An intelligent assistant suggesting theMaterial Group classification structureof the company for Purchase Orders
10 languages
English, French, Italian, German, Spanish,
Portuguese, Dutch, Chinese, Korean, Japanese
Suggestions 250.000+ per year
Users5.000+ in 18 countries
Customer’ structure1.700+ Material Groups
based on eCl@ss
Accuracy99%
Environment1 SAP system
Classification Assistant for a leading Chemistry Company
“MG Prompt is a powerful contribution for Intelligent-ERP transformation and enable Industry 4.0 in chemicals”
Director Procurement 4.0
A comprehensive Master Data Governance solution: data harmonization, classification and deduplication of several warehouses coupled with the Material Smart Creation to avoid mistakes forever.
Material Master Data
1.200.000+ items
Environment
2 target harmonized SAP systems
(source
8 SAP systems)
Users
2.000+ in 20 countries
Accuracy95%
Inventory Optimizer + Master Data Creation Assistant
“The massive cleansing of material master data allowed ENEL to significantly reduce complexity and improve efficiency in spare stock management worldwide”
Mario Mosca - Head Materials, Equipment and Logistic at Global Infrastructure & Network
8 languagesItalian, Spanish, Portuguese, English, German, Rumanian, Russian, Greek
TAM 4 : a comprehensive Master Data Governance solution: data harmonization, classification and deduplication of several plants coupled with the Material Smart Creation to avoid mistakes forever.
Material Master Data
370,000+ items
Material Master Data (on Scope)
83.500+ codes
Potential Duplicates
55.000+ duplicates (15% overall)
Project Elapsed Time
35 weeks
Categorization before Project:
39 % at level 2 or higher
Categorization after Project:
98 % at level 3 including over 75% at level4
Nothing categorized as ‘Spare Parts’ (level 1) any more
Accuracy
+95%
EMEA Inventory Optimizer +
Master Data Creation Assistant
5 languagesEnglish, German, Ukrainan, Russian, Dutch
24
Procurement Data Optimizer
Spendingamount
1+ B €/year
Item / year 1,2 millions Invoices
Accuracy95%
Environment8 ERP
Continuous categorization of spend for corporate BI tool in use
with monthly refresh harmonizing Coperion and Hillenbrand
data.The operations of the group are in EMEA and USA
4 language
English,German,Italian and Chinese
25
Procurement Optimizer
Spendingamount
1,6+ B€/year
Item / year 6 millions lines online
Accuracy95%
Environment5 SAP System
40 Countries
The engine categorizes according to Heraeuscorporate Taxonomy and enriches the data withinformation such as brand and producer codes toenable price comparisons and supplier basereduction initiatives.
11 languages
English, German , Spanish, Russian, Romanian,
Portuguese, Chinese, Japanese, French, Greek, Korean
26
Procurement Optimizer
Spendingamount
1+ B€/year
Item / year 1,2 millions lines online
Accuracy95%
EnvironmentMigration from Baan
to 1 SAP System5 Countries
UNSPSC Categorization of the spend data:
The engine categorizes according to UNSPSCand enriches the data with information such asbrands and producer codes to enable pricecomparisons and supplier base reductioninitiatives.
4 languages
English, , Spanish, French, Polish
27
DACH
SPAIN
OTHERS
Our customer portfolio ____
INDUSTRIAL
ITALY
BASIC MATERIALS
UTILITIESCONSUMER
GOODS & SERVICES
FINANCIAL
4
2
4
4
4 NUMBER OFAPPLICATIONS Procurement Optimizer + Inventory Optimizer is the most solicited combination of applications;
The optimal solution is the combination of products to exploit the potential of Creactives’ technology4
2
2
22
2
10 #1
Used by
15
More than
150
Standards:
UNSPSCeCl@ssCPV…
>95%
of the top
100companies
European 100 LIST
More than
100implemented
Company data analyzed
>Years of
Experience in Combining
knowledge engineering & Machine Learning
World’s
MultilanguageReusable Knowledge Base of
Industrial components
LARGEST
More than
languages under management
of accuracy
Multilanguage
25A unique combination of
Machine Learning and
Knowledge engineeringachieving
Flexible Taxonomy
Certified
ISO 9001:2015Standard and Custom
>4 million rules
4K Technical attributes
>3.500 Brands under management
>14 Million of Producer Codes/ 700K patterns
THANK
YOU
Creactives S.p.A.
We empower businesses
to smartly interpret their data opening unique technology doors.
Creactives’ headquarters are in Verona – Italy.
Subsidiary in Germany (Frankfurt)
Local offices are located in Spain (Madrid) and France (Paris).