BPM Bits & Business Flows #6: Beyond the "Crystal Ball" – AI Demand Forecasting

We continue our weekly series to deconstruct the architecture of modern business! Every Monday, we share one expert insight from the bpExperts Framework to help you eliminate silos and turn raw data into actionable intelligence. Over the coming weeks, we are moving through the different SAP domains, specifically tailored to the unique challenges of the process industry.

Today, we move into the Plan to Fulfill domain—and explore how organizations move beyond traditional forecasting toward AI-driven demand planning.

Did you know?
Within our Business Flows framework, demand forecasting goes far beyond total sales volumes. We use Machine Learning models to analyze demand across customer hierarchies, regions, and material characteristics.

The Expert Deep Dive:
In many organizations, forecasting is still performed in isolated functional silos. Our framework replaces this with an integrated, AI-driven approach that connects forecasting directly to enterprise-wide planning and execution.
This includes hierarchical machine learning models that generate projections across products, markets, and customer segments, consensus-building processes that align inputs from Sales, Finance, and Operations within the S&OP cycle, and constrained demand planning that balances forecasted demand with real-world limitations such as production capacity, labor availability, and material supply.

Why it matters for bpExperts:

  • Reduced Over-Buffering:
    Optimized inventory targets across the network help eliminate excess stock and reduce working capital.

  • High Service Levels:
    Early detection of demand shifts enables organizations to maintain service levels while controlling inventory investments.

  • Informed Decision-Making:
    Scenario-based planning allows decision-makers to compare alternatives and align forecasts with profitability and strategic goals.

As noted in our layout, organizations that adopt these BPM practices improve planning accuracy and operational performance by connecting forecasting directly to execution constraints.

Master the Flow:
Join us every Monday as we bridge the gap between high-level strategy and operational excellence across the Process Industry landscape!

Discover more about our methodology here:
https://www.bpexperts.de/business-flows

Next Monday we define the critical boundary between Tactical and Operational Planning. We’ll explore why mixing these layers can disrupt execution—and how clear separation improves responsiveness and control across the supply chain.

#BusinessFlows #bpExperts #BPM #ProcessIndustry #AIPlanning #DemandForecasting #InventoryOptimization #WeeklyBPMBits

From Curiosity to Consulting – Meet Jochen - bpExperts Employee Spotlight

Welcome to another edition of the bpExperts Employee Spotlight - a series dedicated to introducing the people behind bpExperts. In this edition, we highlight Jochen, Partner at bpExperts, who shares his unconventional career path, his perspective on curiosity in consulting, and the importance of maintaining balance in a demanding work environment.

From scientific research to IT consulting, Jochen’s journey reflects the diverse backgrounds that shape bpExperts today.

From Microbiology to IT Consulting

Jochen’s career path is far from traditional. Despite his current role in IT consulting, his academic background lies in microbiology, where he completed his PhD and spent several years working in a laboratory environment.

His transition into the tech industry began during the early days of the Human Genome Project and the rise of bioinformatics. At the time, digital tools were still evolving rapidly.

“I was still writing my first emails on a black screen using command line commands,” Jochen recalls.

He later joined a bioinformatics company in Switzerland, where he combined his scientific expertise with roles in sales, consulting, and project management. Acting as a bridge between software providers and pharmaceutical researchers, he developed a strong foundation for his future career in consulting.

Founding bpExperts

Jochen’s professional journey eventually led him to collaborate with Russell, Marcus, and Carlo. Recognizing their shared vision and complementary strengths, they decided to establish bpExperts as an independent consultancy.

Looking back, Jochen describes the experience as a “wild ride,” shaped by both challenges and successes. Despite the ups and downs, he emphasizes that the journey has been worthwhile from the very beginning.

“I don’t regret a single minute of it,” he says.

The Role of Curiosity in Consulting

A defining element of Jochen’s approach to work is his strong sense of curiosity. Rather than viewing projects as routine tasks, he approaches each engagement as a unique opportunity to learn.

“The moment you stop taking an interest in what a project is really about, you’re losing it,” he explains.

Throughout his career, this mindset has allowed him to stay engaged across a wide range of industries. Whether working on early risk management projects for a German metal refinement company or leading IT initiatives today, Jochen remains focused on understanding the underlying context and purpose behind each project.

A Global and Remote Work Culture

From the beginning, bpExperts has operated as a remote-first organization. This approach was initially driven by the nature of consulting work, where employees are often based at client sites.

While Jochen appreciates the flexibility and efficiency of remote work - particularly the absence of long commutes - he also emphasizes the importance of maintaining personal connections. Regular in-person meetings play a key role in strengthening collaboration and team cohesion.

He also highlights the company’s international diversity as a major strength. At the same time, he encourages awareness of cultural differences and cautions against oversimplifying them.

Understanding different perspectives, he notes, is essential for effective collaboration in a global environment.

Balance and Everyday Habits

For Jochen, maintaining balance in the workday is essential. One of his key principles is surprisingly simple: taking a proper lunch break.

He deliberately avoids eating during meetings, viewing it as both ineffective and inconsiderate.

“If you’re eating during a meeting, I find it impolite to everybody else,” he says.

More importantly, he sees this habit as part of a broader commitment to well-being—ensuring that time is taken to pause, recharge, and stay focused throughout the day.

Looking Ahead

Jochen’s story reflects the values that define bpExperts: diverse career paths, continuous learning, and a strong sense of curiosity. His journey demonstrates how adaptability and openness can lead to new opportunities—even across completely different fields.

As bpExperts continues to grow, experiences like Jochen’s highlight the people and perspectives that shape the company.

Stay tuned for more bpExperts Employee Spotlights—featuring the individuals who drive innovation and collaboration across the organization.

Pinning down the right approach for Finance process scoping and design in S/4HANA projects

The situation 

When defining scope and target design for Finance in an S/4HANA transformation, organisations naturally begin with the obvious questions: Which Finance processes do we run today? How should they be executed tomorrow? What are the system requirements? 

These are valid questions, but they are not enough. 

Experience shows that Finance scoping and design efforts often remain too narrowly focused on the Finance function itself. This regularly results in gaps during blueprinting, delays during testing, and unpleasant surprises after go-live. The reason is simple: Finance & Controlling do not operate in isolation. They are the point where business activity becomes measurable, reportable and steerable. 

Therefore, defining the right Finance scope requires a broader perspective. 

What must be considered 

A robust Finance design for S/4HANA should be built on three connected dimensions.

1. Processes executed within Finance & Controlling 

Naturally, the first dimension is the set of processes directly owned or executed by FI/CO. 

Example areas include: 

  • Accounts Payable  

  • Accounts Receivable  

  • Asset Accounting  

  • Closing and Consolidation  

  • Cost Centre Accounting  

  • Product Costing  

  • Profitability Analysis  

  • Planning and Internal Allocations  

Processes in these areas define core responsibilities, roles, controls and reporting requirements. They remain the backbone of Finance transformation. 

However, they only represent part of the picture. 

2. Interfaces and handshakes with other domains 

Finance outcomes depend heavily on how other business functions operate. 

Sales influences revenue recognition, receivables, margins and profitability reporting. Procurement drives supplier liabilities, purchasing spend and material valuation. Production impacts inventory, work in progress, variances and product cost. HR influences payroll postings and cost allocations. 

If these handshakes are not clearly designed, Finance issues often surface too late. 

Typical examples include: 

  • unclear ownership of master data  

  • incomplete posting triggers  

  • inconsistent approval workflows  

  • missing reconciliation points  

  • reporting mismatches between functions  

For this reason, Finance scoping must always be cross-functional. 

3. Value flows and the future steering model 

Most important of all is understanding value flows. 

Value flows describe how operational events from across the enterprise translate into financial postings, management reporting and controlling insight. They bridge the world of execution and the world of steering. 

Examples include: 

  • goods issue becoming cost of goods sold and customer invoice becoming revenue   

  • goods receipt becoming inventory and supplier liability  

  • production confirmation becoming activity allocation and variance capture  

  • service delivery confirmation becoming margin and profitability reporting  

When value flows are not clearly defined, organisations may still run processes, but they struggle to steer the business effectively. 

This is why Finance design should not start with transactions alone. It should also ask: 

  • Which margins must management understand?  

  • Which cost drivers matter most?  

  • How should profitability be analysed?  

  • Which dimensions must planning and actuals align on?  

  • Which decisions should reports enable?  

The answers shape the future steering model and therefore the required Finance design. 

The right approach 

Successful S/4HANA Finance transformations pin down scope and design by combining all three perspectives: 

  • Finance processes – what Finance & Controlling executes  

  • Functional handshakes – how Finance integrates with the business  

  • Value flows – how operations become insight and steering capability  

Only when these three dimensions are aligned can Finance move beyond bookkeeping and become the management cockpit of the enterprise.

In summary 

Finance scoping in S/4HANA projects is not an isolated FI/CO exercise. It is a business design exercise with Finance at the centre. 

Those who focus only on transactions may implement a system. Those who understand processes, interfaces and value flows enable successful transformation and build a solution for steering the future business. 

We at bpExperts have developed Business Flows, a reference process repository that combines structured end-to-end process architecture with clear mappings to value flows, helping organisations define scope and target design with greater precision in S/4HANA transformations. 

If you would like guidance on how to apply this approach and successfully implement it in your own S/4HANA project, feel free to reach out to us. 

BPM Bits & Business Flows #5: Eliminating the Innovation Guesswork

We continue our weekly series to deconstruct the architecture of modern business! Every Monday, we share one expert insight from the bpExperts Framework to help you eliminate silos and turn raw data into actionable intelligence.

Over the coming weeks, we are moving through the different SAP domains, specifically tailored to the unique challenges of the process industry.

Today, we shift our focus from innovation generation to the critical filter that turns ideas into impact - Structured Idea Screening.

Did you know?
Within our Business Flows framework, no idea is rejected during generation—but every idea must pass a structured Screening Gate to move forward.

The Expert Deep Dive:
In the process industry, committing resources to the wrong formulation or product line is a costly mistake. To avoid this, organizations must move beyond intuition-driven decisions and adopt structured evaluation mechanisms that ensure only viable ideas progress.

Our framework enables this shift by embedding standardized screening criteria across business, market, and operational dimensions before any development begins.

This includes rigorous feasibility validation to assess market demand and competitive positioning, detailed profitability analysis to estimate value and return on investment, and formal approval gates that ensure only strategically aligned and resource-justified ideas move into development.

Why it matters for bpExperts:

  • Optimized Resource Allocation: Engineering and R&D efforts are focused only on the most promising and high-impact concepts.

  • Enhanced Decision-Making: Leaders transition from intuition-driven choices to evidence-based decisions grounded in structured evaluation.

  • Reduced Wasted Spend: Unviable initiatives are identified early, avoiding costly downstream failures.

As highlighted in our framework, organizations that implement structured idea screening improve efficiency and innovation outcomes by ensuring that only validated, strategically aligned initiatives enter the pipeline.

Master the Flow:
Join us every Monday as we bridge the gap between high-level strategy and operational excellence across the process industry landscape!

Discover more about our methodology here: https://www.bpexperts.de/business-flows

Next Monday:
We step into Phase 2: Planning & Operational Agility. We will explore how AI-driven demand forecasting enables constrained demand planning across complex customer hierarchies—reducing inventory waste while maintaining high service levels.

#BusinessFlows #bpExperts #BPM #ProcessIndustry #IdeaScreening #ROI #InnovationManagement #ActionableIntelligence #WeeklyBPMBits

BPM Bits & Business Flows #4: Boosting Your Ideation Throughput

We continue our weekly series to deconstruct the architecture of modern business! Every Monday, we share one expert insight from the bpExperts Framework to help you eliminate silos and turn raw data into actionable intelligence.

Over the coming weeks, we are moving through the different SAP domains, specifically tailored to the unique challenges of the process industry.

Today, we shift our focus from operational execution back to the Genesis of Value—the innovation engine.

Did you know?
Within our Business Flows framework, Accelerated Innovation is not a standalone R&D activity, but a cross-functional capability that relies on real-time collaboration across the entire value chain.

The Expert Deep Dive:
To remain competitive, organizations must move beyond isolated, “closed” innovation models. Our framework enables this shift by embedding capabilities that connect internal teams with external partners from the very beginning of the development process.

This includes structured collaboration across interdisciplinary teams, strategic alignment of innovation portfolios with business objectives, and real-time co-innovation with customers and suppliers to ensure that new products meet market, regulatory, and operational requirements from day one.

Why it matters for bpExperts:

  • Increased Ideation Throughput:
    By involving key stakeholders early, organizations generate more viable ideas and eliminate unfeasible ones faster.

  • Reduced Development Friction:
    Coordinating dependencies across innovation portfolios ensures faster delivery and higher-impact outcomes.

  • Informed Decision-Making:
    Transforming raw ideas into actionable intelligence increases the success rate of innovation initiatives.

As noted in our layout, organizations that adopt these BPM practices improve efficiency and decision-making by creating transparency and alignment across the entire innovation lifecycle.

Master the Flow:
Join us every Monday as we bridge the gap between high-level strategy and operational excellence across the Process Industry landscape!

Discover more about our methodology here:
https://www.bpexperts.de/business-flows

Next Monday:
We step onto the shop floor with Digitally Integrated Manufacturing (MES). We’ll explore how real-time synchronization between ERP and production systems eliminates paper-based bottlenecks and transforms execution into actionable intelligence.

#BusinessFlows #bpExperts #BPM #ProcessIndustry #AcceleratedInnovation #CoInnovation #IdeationThroughput #WeeklyBPMBits