Inventory Management

OEE & Asset Performance

Data Quality Foundation with Specialized MDM

Digital Transformation & Upgrades

Capital & Expansion Projects

Data Quality Fuels AI Excellence

PiLog DQG Suite

Data Quality

iContent Foundary

Data Governance

iMirAi (AI Companion)

Data Migration

Asset Handover & Onboarding

Smart RDS

Article Master

Inventory Optimization

Procurement Excellence

Data Health Assessment

Data Harmonization

PM Data Acquisition

Imaging Tagging & Inventory Optimization

Physical Verification

Digital Transformation

Material Critical Analysis

Equipment Criticality Analysis

Spend Analytics

Supply Chain Management

Asset Lifecycle Management

Capital Project Enablement

Root Cause Analysis

SAP MDG-S/4 EAM

SAP APM BNAC IBP for MRO FSM

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PiLog DQG Suite – Enterprise Data Quality & Governance Platform

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​

300+ 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)​

One Platform. Complete Data Lifecycle

Platform Architecture

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
Full Deep Dive

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​
Full Deep Dive

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​
Full Deep Dive

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​
Full Deep Dive

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​
Full Deep Dive

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​
Full Deep Dive

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​

300+ 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 library​ REST 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

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.​

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