Radhika Ojha
Director, Content Products
76 Articles Published
Glowing blue ring encircling a miniature smart factory with robotic arms, conveyor lines, and a live operations dashboard, surrounded by dark legacy gears and machinery, illustrating the IFS Loops concept of organizational memory as the competitive moat in Industrial AI
Analytics and AI
Why Organizational Memory Is Becoming Manufacturing’s Last Defensible Asset
IFS Loops CTO Ravi Bulusu argues that when AI agents execute the work applications once mediated, only two assets remain defensible: organizational memory and process intelligence. With 60% of IFS agentic transactions now fully automated, manufacturers need to decide what stays inside the firewall.
Executive examining a glowing red dollar coin above a stack of tokens, symbolizing the hidden costs of enterprise data and the AI ROI question facing CIOs and CFOs in SAP environments.
Data and Data Management
The Business Case for AI-Ready Data: From Data Cost to AI Value
Poor data quality is stalling AI ROI across the enterprise. Data Migration International's JiVS IMP shows how retiring legacy SAP systems can cut IT costs by up to 80% while converting historical data into a governed, AI-ready asset.
Vaibhav Vohra, new CEO of Epicor, stands confidently in a modern, blue-lit office environment.
Cloud Platform and Technology
Epicor Names Vaibhav Vohra CEO as the Architect of Cognitive ERP Takes the Helm
Epicor has named Vaibhav Vohra as CEO effective October 1, 2026, succeeding Steve Murphy. The product and technology leader behind the vendor's Cognitive ERP vision now takes charge of its AI-driven next chapter.
Executives in a boardroom watch a presentation of a holographic AI agent floating in a sphere while a translucent cube of interconnected data blocks and a glowing circuit network labeled 5% agent span the table, illustrating the agentic AI gap between the agent and its ERP data foundation
Analytics and AI
When the Vendor Says the Agent Is Only 5%: What Infor’s Hospitality Candor Reveals About the Agentic AI Gap
Infor's two July blogs concede that AI features have commoditized, adoption failures are costly, and the agent is only 5% of the work. What that candor reveals about the agentic AI gap, and where the argument ends.
Magnifying glass examining holographic AI dashboards above a robotic manufacturing production line, symbolizing scrutiny of agentic AI claims in ERP platforms from SAP, IFS, Epicor, QAD, and Syspro
Analytics and AI
AI Reality Check: Separating Agentic Claims from Manufacturing Substance
Agentic AI announcements now arrive weekly from SAP, Epicor, QAD, Syspro, IFS, and Oracle, but delivered functionality follows a very different schedule. A five-point scorecard shows which manufacturing ERP claims stand up to evidence and which remain adjectives.
SAP NS2 defense
ERP Strategy and Planning
SAP NS2’s FedRAMP+ IL5 Authorization Opens a New Cloud ERP Path for Defense Programs
The recent FedRAMP+ IL5 authorization by SAP NS2 enables US Department of War organizations to deploy SAP S/4HANA Cloud and SAP BTP in a secure cloud environment, simplifying compliance for defense ERP modernization and addressing the complexities of operating within stringent regulatory frameworks.
An open human hand holding a glowing red holographic key formed from circuit-board patterns and streaming binary digits, symbolizing a governed Enterprise Data Layer as the key to SAP S/4HANA AI readiness.
Data and Data Management
Why SAP S/4HANA Migration Alone Won’t Make You AI-Ready
ERP migration modernizes systems, not enterprise knowledge. Here's why a governed Enterprise Data Layer, not a clean S/4HANA core, is the real foundation for enterprise AI.
Glowing AI brain on a CPU chip surrounded by a digital circuit board, representing enterprise cloud and AI infrastructure
Cloud Platform and Technology
Your AI Roadmap Has a Cloud Problem: New NTT DATA Research Reveals Why Enterprise Cloud Maturity Is the Gating Factor for AI Success
Despite extensive investments in cloud migration, only 14% of enterprises have achieved the advanced cloud maturity necessary to support AI-driven innovations, posing significant strategic challenges as organizations grapple with legacy systems and the urgent need for integrated cloud and AI strategies.
SAP agentic AI manufacturing Hannover Messe 2026
Analytics and AI
Breaking the Execution Barrier: Why Agentic AI is Rewiring Manufacturing ERP
QAD | Redzone showcased its agentic AI manufacturing platform at Hannover Messe 2026. It is designed to turn passive ERP systems into autonomous engines of real-time execution. Here's what it means for enterprise technology leaders on the shop floor.
Data and Data Management
Why Enterprise AI Fails Without Data Independence: The Hidden Bottleneck in Every ERP Transformation
Enterprise AI programs are failing before they start because the historical data they need is still trapped inside legacy ERP systems scheduled for retirement. Here's why application retirement and archiving is the hidden infrastructure decision separating organizations that can execute AI strategies from those that can't.
Analytics and AI
Celonis Expands Oracle Partnership with OCI Deployment
Celonis Process Intelligence is now deployable on Oracle Cloud Infrastructure, giving AI agents operational context across Oracle Fusion Cloud ERP environments.
Citizen developer AP Automation with Native Apps
Analytics and AI
Architecting the Intelligent Enterprise Across Mixed Ecosystems
How Visionsoft helps enterprises unify Microsoft, Oracle, and other ERP platforms through integration, migration, and intelligent architecture.
Data and Data Management
The Power BI Crash That Sparked a Data Revolution at Dodge Industrial
Dodge Industrial underwent a radical data transformation, shifting from a fragmented legacy system to a unified architecture using SAP Datasphere and S/4HANA, enabling agile governance and reliable data access for users.
SAP procurement automation
Analytics and AI
SAP’s Reltio Deal Puts Data Quality at the Heart of ERP AI
Discover what SAP's acquisition of Reltio means for the ERP landscape. Learn why unified master data is now the critical foundation for enterprise AI success.
Cloud Platform and Technology
JLR’s SAP S/4HANA Journey: Mastering Clean Core through Governed Extensibility
Discover how JLR balances automotive complexity with SAP S/4HANA’s "Clean Core" strategy, using a rigorous governance pyramid and modern extensibility.
Data and Data Management
Managing Legacy Data in a Cloud-First World With SNP
Legacy systems kept for just-in-case audits bloat IT budgets and expand attack surfaces. Learn how strategic decommissioning and data tiering can reduce SAP landscape TCO by up to 80% while maintaining compliance.
pixelated clouds for Boomi
Analytics and AI
Data Activation vs. AI Frustration: Analyzing Boomi’s 2026 Platform Evolution
The AI honeymoon is over. Explore how Boomi’s new Meta Hub and Agent Control Tower solve the "fragmented data" bottleneck to move enterprise AI into governed production.
Data and Data Management
The Hidden Cost of AI: Why Data Debt is Actually a Human Problem
Explore how leaders at DMI’s Digital Lounge @ Davos are tackling transformation fatigue and data debt to liberate SAP teams for S/4HANA innovation.
Digital Lounge @ Davos with DMI
Data and Data Management
Beyond the Hype: 3 Structural Shifts Every SAP Leader Must Make In 2026
At this year's Digital Lounge @ Davos, over 200 leaders acknowledged the industry's shift from the allure of AI capabilities to focusing on data sovereignty, accountability, and governance as critical components for ensuring responsible AI implementation, underscoring the importance of addressing legacy data management and integrating AI within a broader risk landscape.
SAP sign showing logo outside of office building.
Cloud Platform and Technology
SAP Q4 2025 Earnings Analysis: Record Profits vs. Cloud Growth Concerns
SAP SE reported strong profitability for 2025 with a 111% increase in IFRS operating profit to €9.83 billion, but faced a slowdown in cloud growth and lower-than-expected 2026 revenue guidance.
DMI and Data Migration
Data and Data Management
New Year, New Core: Why 2026 Is the Year to Finally Let Go of SAP Legacy Data
As SAP organizations approach 2026, the imperative to eliminate legacy data and systems is heightened by the need for a Clean Core strategy. The JiVS Information Management Platform offers a solution to effectively decouple historical data and streamline data migration to SAP S/4HANA.
CloudPaths NetSuite ARM
Enterprise Content Management
How a Healthcare Giant Unlocked Revenue Agility with NetSuite ARM & CloudPaths
The transition to subscription-based models in healthcare requires a comprehensive reimagining of balance sheets and revenue recognition processes, as illustrated by CloudPaths' partnership with a global leader in healthcare information services to implement NetSuite ARM.
Cloud Platform and Technology
Shedding Data Baggage for a Leaner SAP Cloud
Migrating to SAP Cloud ERP Private promises streamlined processes and agility, but organizations must first conduct a thorough assessment of their data to avoid complicating the transition with unnecessary legacy information, which can drive up costs and hinder performance.
Quality and Testing
The Cloud Velocity Trap for Testing
CIOs face significant challenges during ERP migrations due to inadequate testing strategies and a rush towards AI solutions, highlighting the necessity for continuous testing and thorough documentation to ensure successful system integration.
AI-First Monetization and Zuora
Business Process Management and Automation
The Death of the Static SKU: Why AI-First Monetization Demands a New Architecture
The generative AI revolution is prompting a shift in software product roadmaps, necessitating a move from rigid billing systems based on static SKUs to dynamic pricing models that enhance agility and allow for complex consumption-based monetization.
SAP S/4HANA Projects and DMI
Data and Data Management
The Gift No CIO Asks For (But Always Gets): Why SAP S/4HANA Projects Keep Inheriting the Past
CIOs face the challenge of managing legacy systems and historical ERP data, which often drains resources and complicates migration to SAP S/4HANA, but organizations can overcome this by decoupling data from applications using platforms like JiVS.
Zuora Monetization Catalog
Analytics and AI
How Zuora’s New AI-Ready Catalog Targets the Hard-Coding Bottleneck
Zuora's new Monetization Catalog aims to alleviate the tension between product innovation and rigid financial infrastructure by enabling business users to create and launch dynamic, usage-based pricing models without code.
JiVS IMP and AI Ready Data
Analytics and AI
Why 92% of Companies Lack AI-Ready Data
The Cisco AI Readiness Report reveals that while 97% of organizations prioritize urgent AI deployment, 92% are unprepared due to fragmented and siloed data across disparate systems, indicating a critical need for unified and clean foundational data to enable effective AI implementation.
Analytics and AI
A New Approach to Banking with EY Digital Marketplace
Edward Sander and Jon Stevenson discuss how traditional banks can modernize operations and compete in the digital age by leveraging the EY Nexus Digital Marketplace and the EY-MoneyLion Alliance to overcome legacy systems and enhance customer engagement.
Decommissioning SAP Legacy Systems
Data and Data Management
Decommissioning SAP Legacy Systems: Turning Technical Debt into Strategic Value
To mitigate the significant costs and risks associated with maintaining legacy ERP systems, organizations should adopt a structured decommissioning strategy that focuses on total cost of ownership reduction and compliance risk mitigation through a phased approach involving data analysis, extraction, and secure archiving.
Zuora and AI Pricing
Analytics and AI
Zuora Unveils New Tools to Tackle the AI Pricing Puzzle
The AI boom is prompting organizations to revamp their pricing strategies, with Zuora's new monetization platform offering tools to manage dynamic service value, enhance customer visibility, and support scalability amidst unpredictable consumption patterns.
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