FLAGSHIP PRODUCT
PiLog Data Quality & Governance (DQG) Suite
The only master data management platform purpose- built for asset-intensive industries. AI-powered, ISO-certified, and SAP-endorsed – PiLog DQG Suite powers each one of asset-industry value drivers
SAP Endorsed App
SAP certified governance platform.
25+ Million Records
Enterprise validated information.
30K+ Templates
ISO aligned governance structures.
SAP Integrations
Deep SAP orchestration support.
ISO Governance
AI-driven compliance readiness.
Migration Cockpit
Intelligent SAP migration acceleration.
EAM Hierarchies
Equipment & location governance.
AI Analytics
Predictive enterprise intelligence.
SAP Endorsed App
25+ Master Data Objects
220+ SAP-certified Integrations
25M+ “Golden Records”
30K+ Taxonomy Templates
4.8/5 Gartner Peer Review
ISO 8000 Certified
SOC Type II Certified
Info~Tech Gold Medalist (2025)
PLATFORM ARCHITECTURE
One Platform. Complete Data Lifecycle.
PiLog DQG Suite’s architecture supports centralized, decentralized, and federated governance models recommended for global enterprises managing complex multi-domain master data.
Tier 4
AI & Analytics Layer
AI Copilot
Predictive Quality
Natural Language Queries
Anomaly Detection
Tier 3
Governance & Trust
Data Lineage
Steward Workbench
ISO Compliance
RACI Policies
Audit Trails
Tier 2
Domain Masters
Material Master
Asset Master
Vendor Master
Customer Master
Maintenance Item
Functional Locations
BOMs
Task List
Work Centres
Maintenance Plan
Tier 1
Data Foundations &
Integrations
25M+ Golden Records
35K+ Taxonomy Templates
SAP S/4 HANA
SAP BNAC
SAP IBP MRO
SAP APM
SAP FSM
SAP Ariba
PLATFORM ARCHITECTURE
One Platform. Complete Data Lifecycle.
PiLog DQG Suite’s architecture supports centralized, decentralized, and federated governance models recommended for global enterprises managing complex multi-domain master data.
Value-Driven Inventory Management
PiLog DQG Suite’s material master and duplicate resolver
eliminate the 5-15% of inventory that is tied up in duplicate,
obsolete, or poorly-governed spare parts records
Pain Points Resolved
- 5-15% excess working capital in slow or non-moving inventory
- 10-20% duplicate or obsolete material records causing over-procurement
- Frequent MRO stockouts and expedited orders from poor visibility
- Inconsistent UoM/specs creating interoperability failures
DQG Capabilities Deployed
- 5-15% excess working capital in slow or non-moving inventory
- 10-20% duplicate or obsolete material records causing over-procurement
- Frequent MRO stockouts and expedited orders from poor visibility
- Inconsistent UoM/specs creating interoperability failures
Quantified Outcomes
3–10% =
Inventory reduction
$3M–$10M+
released capital
20–40% =
Reduction in emergency POs
$500K–$2M
savings
50%
Faster part searches — hundreds of engineering hours
300–800%
ROI in Year 1, payback 4–6 months
OEE & Asset Performance
PiLog DQG Suite’s establishes the ISO-compliant equipment
hierarchy and failure mode normalization that enables reliable OEE calculation and predictive maintenance.
Pain Points Resolved
- 2-5% production loss from inconsistent asset hierarchies
- 15-25% maintenance spend leakage from poor failure coding
- Unreliable MTBF / MTTR due to data gaps and attribute inconsistencies
- Inability to attribute full lifecycle costs across asset phases
DQG Capabilities Deployed
- ISO 14224, ISO 81346 asset hierarchy establishment
- Equipment ↔ BOM ↔ Spares digital thread linkage
- Lifecycle costing cube & OEE harmonization models
- SAP PM/EAM, SAP ECC, IBM Maximo, integration
Quantified Outcomes
70%→85% =
OEE
improvement
15–20%
production capacity gain
30-50% =
Unplanned downtime reduction
$5M–$20M
annually
18-25%
Maintenance cost reduction via predictive approach
400%-1000%
ROI over 3 years
Data Quality Foundation: Specialized MDM
PiLog DQG Suite is the only MDM platform architectured
specifically for technical/industrial data – combining rule-based logic with AI-assisted quality, purpose-built for complex asset intensive environments.
Pain Points Resolved
- Siloed & conflicting data across ERP, CRM, EAM, PLM systems
- 30-50% of digital transformation effort wasted on reactive data cleanup
- Compliance gaps and audit exposure from inconsistent reference data
- 1 in 3 leaders don't trust their own data for decisions
DQG Capabilities Deployed
- Multi-domain MDM: Materials, vendors, assets, products etc.
- ISO 8000 certified governance with RACI enforcement
- 220+ connectors with SAP with real-time sync
- Data Quality Scorecards, SLA monitoring, data lineage etc.
Quantified Outcomes
$12.9M
Annual quality cost eliminated (Gartner benchmark)
95%+
Data accuracy at go-live vs 40%-60% with manual approaches
3-5x
Faster analytics and reporting with trusted data
200%-500%
ROI in 12–24 months
Digital Transformation & Upgrades (SAP RISE/GROW)
As an SAP Endorsed App and Premium Certified Partner, PiLog DQG Suite is the native data readiness platform for SAP RISE and GROW programs – ensuring clean core compliance and on-time go-live.
Pain Points Resolved
- 70% of SAP S/4HANA migrations underdeliver due to data issues
- 30% timeline slips when data quality is ignored upfront
- $100M+ documented ERP failures
- 30%-50% project cost overruns from post-go-live rework
DQG Capabilities Deployed
- Pre-built SAP S/4HANA migration templates & ETL
- S/4 Readiness Assessment & Business Partner toolkit
- Real-time data quality gates during cutover
- Post-go-live embedded governance in SAP processes
Quantified Outcomes
One Time
Go-live achieved vs 30% timeline slips without MDM
$5-15M
Project overruns and remediation costs avoided
95%
Data accuracy from day one at cutover
5-10x
Return on MDM investment for SAP RISE/GROW projects
Capital & Expansion Projects
PiLog DQG Suite’s project data hub provides the digital tag registry and engineering data ingestion infrastructure to capture asset master data from FEL/FEED through commissioning hand-over.
Pain Points Resolved
- 60%-70% of M&A deals fail to achieve synergy targets due to data
- 10%-20% capex value leakage from poor master data planning
- 5%-10% CAPEX increase from late/incomplete EPC handover data
- M&A integrations taking 12–18 months instead of 90 days
DQG Capabilities Deployed
- Digital Tag Registry with progressive quality gates
- Vendor Data Collaboration Portal for EPC packages
- Handover Readiness Scoring & digital punch-listing
- SAP S/4 HANA, IBM Maximo & Primavera integration
Quantified Outcomes
90 Days
M&A integration with PiLog vs. 6-18 months without
$5-20M
Captured synergies from vendor/asset rationalization
10%-20%
Capex savings from accurate planning
90%+
Asset data completeness at handover vs 40%-60% typical
Data Quality Fuels AI Excellence
PiLog DQG Suite creates the AI-ready data foundation – cleansed master entities, standardized schemas, and governed pipelines – that transforms failed AI pilots into production systems delivering real business value.
Pain Points Resolved
- 70%+ of AI projects fail due to poor data quality (Gartner 2025)
- Data scientists spending 60%-80% of time on data prep, not modeling
- 63% of organizations lack AI-ready data practices
- 3 failed AI pilots: the typical state before engaging PiLog Group
DQG Capabilities Deployed
- AI-Ready Data Pipeline with mastered entity services
- Feature Quality Checks & Lineage/Observability dashboards
- DQ APIs for MLOps & Data Lakehouse integration
- Azure ML, AWS, Vertex AI pipelines
Quantified Outcomes
90%+
AI project success rate vs 30% industry average
4x
Data scientist productivity (20% prep vs 80%)
15%
Supply chain cost reduction via AI (McKinsey)
300%-500%
ROI enabled by quality data foundation
CORE CAPABILITIES BY INDUSTRY VALUE DRIVERS
What Makes PiLog DQG Suite Different.

AI Powered Automation
Autonomous cleansing, AI-driven deduplication, and intelligent enrichment using 25M+ Golden Records and 35K+ taxonomy templates from the iContent Foundry.
Fuzzy-match deduplication algorithms
AI-assisted classification & enrichment
Anomaly detection & quality forecasting

ISO-Certified Governance
Full compliance with ISO 8000, ISO 55000, UNSPSC, and other standards with built-in stewardship workflows, RACI enforcement, and audit trails, providing full governance across domains.
Steward Workbench with role-based flows
Automated compliance reporting
Data Quality Scorecards & SLA monitoring

iContent Foundry
25M+ curated golden records spanning MRO materials, equipment, vendors, and reference data, and 30K+ templates, and extensive taxonomy assets all pre-loaded and ready to use.
UNSPSC / eCl@ss taxonomy mapping
Manufacturer & part number normalization
ISO 14224 failure mode library

220+ SAP Certified Integrations
Native connectors to SAP S/4HANA (public and private), SAP ECC, SAP MDG, SAP Ariba, and other major SAP systems.
Real-time & batch synchronization
Pre-built SAP migration templates
ISO 14224 failure mode libraryREST APIs for MLOps & data lakes

Flexible Governance Models
Supports centralized, decentralized, and federated deployment models optimized for global asset intensive enterprises managing multi-site operations.
Multi-domain, multi-region support
Local flexibility + central standards
Configurable governance frameworks

Business Outcomes Dashboards
Data Quality KPIs directly tied to business performance – e.g., inventory health, OEE impact, procurement leakage, and AI readiness scores etc.
Inventory Health & SLOB dashboards
OEE data harmonization metrics
AI readiness & feature quality scores
EXPLORE PILOG DQG SUITE CAPABILITIES
Explore PiLog DQG Suite.
Because great asset performance starts with data you can trust.
Data Quality That Goes Beyond Cleansing
PiLog DQG Suite delivers a full-cycle data quality engine not just a one-time fix, but a living system that cleanses, validates, enriches, monitors and traces your master data from first creation to end of life.
Explore more →Unified Data Governance Across Asset Domains
The PiLog DQG Suite provides continuous, real‑time governance for more than 20 critical master data objects. Governance rules are enforced at data entry, change, & migration stages, guaranteeing that every asset record complies with ISO standards.
Explore more →iContent Foundry
A global data library that consolidates standardized, validated product and service information. It has 25+ million golden records, 30K+ templates, and extensive taxonomy assets (e.g., UNSPSC, DUNS, ISO 8000, ISO 55000) ensuring data consistency and regulatory compliance.
Explore more →iMirAI
An enterprise‑grade AI copilot designed to accelerate digital transformation across a wide range of business functions, with natural language assistance for data governance, master data management, and MDM initiatives and context-aware recommendations for SAP ecosystems.
Explore more →Data Migration
Data Migration capabilities combine AI‑driven automation, enterprise‑grade governance, and deep integration with SAP and other ERP platforms to deliver fast, accurate, and compliant migrations, providing seamless integration with SAP ECC, SAP S/4HANA (private and public editions) via certified BAPIs and SAP CPI.
Explore more →Competitive Position
Specialist vs. Generic MDM.
When your industry is asset-intensive, any generic MDM tools fall short. PiLog Group is the only specialist with 30+ years of domain knowledge built into the product, PiLog DQG Suite.
Criteria
Asset-Intensive Experience
Pre-built, ISO-standard Content Library
Adherence to ISO Standards
SAP Integration
Implementation Speed
Proven ROI
3-Year Total Cost
PiLog DQG Suite
30+ Years Specialist Focus
25M+ Golden Records and 35K+ Taxonomy Templates
ISO 8000, ISO 14224, ISO 81346, ISO 55000, ISO 29002, ISO 27001 etc.
SAP Endorsed App
6-12 months
200% – 800%
Real Value Creation
Generic MDM Tools
Limited
Limited / Build yourself
Partial
SAP Certified or Not
12-24 months
Case dependent
2 – 3x Costlier
Ready to See PiLog DQG Suite In Action?
Schedule a personalized demo tailored to your industry and data challenges.