Case Studies
Every result here has a mechanism behind it.
These case studies show a repeated pattern: fragmented operating reality converted into governance, flow, value, continuity, automation, and adoption.
Build the operating architecture that makes transformation hold: ownership, cadence, KPI logic, value tracking, automation readiness, continuity, adoption, and handover.
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Every case comes from real enterprise delivery; identifying details are adjusted where needed.
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32 cases shown
Automation and Capacity Release
Small-Value Collections Automation
- Result
- 12.5 recurring hours moved out of manual dunning and redirected to priority account work.
- Mechanism
- A VBA and macro-based automation workflow was built into the existing collections process. It enabled personalized bulk dunning communications at scale, without forcing the team to change the surrounding operating rhythm. The team was trained to own and adjust the workflow independently, turning a local fix into a reusable capability across the invoicing function.
Working Capital and O2C
Customer-Specific Billing Automation
- Result
- 800 individual invoices processed weekly with reduced manual preparation and faster payment cycles.
- Mechanism
- A VBA and macro-based automation tool was built to generate and distribute customer-specific invoices automatically. The workflow preserved the required customer format while removing the manual preparation burden. The team was trained to run and maintain the process, then the capability was deployed across the wider invoicing function.
Working Capital and O2C
ACH Payment Adoption Campaign
- Result
- 50,000+ Accounts Payable contacts reached through automated, benefit-led ACH adoption outreach.
- Mechanism
- A VBA and macro-based outreach engine was built to run personalized, benefit-led ACH adoption campaigns across the Accounts Payable contact database. The messaging was framed from the customer perspective: speed, accuracy, convenience, and reduced payment friction. The workflow made repeated, controlled, high-volume outreach possible without absorbing collections capacity.
Automation and Capacity Release
Daily Work Distribution Automation
- Result
- 60 to 90 minutes per day returned to two global operations teams.
- Mechanism
- An automated work distribution system was built to extract and structure FSR data from multiple queues, then allocate tasks without manual intervention. The workflow was designed for peak-period volume so the operating model would hold during quarter-close pressure rather than breaking precisely when it mattered most.
AI and Workflow Intelligence
Invoice Acquisition Standardization
- Result
- Invoice download time reduced from 16 seconds to 8 seconds, with a standardized global preparation process.
- Mechanism
- An automated acquisition workflow was built inside the Omega framework to handle download, file naming, filing, and organization without manual intervention. Multi-region support was designed from the start, creating a common standard across markets with different levels of digital maturity.
Automation and Capacity Release
Multi-System Invoice Reconciliation Automation
- Result
- 9,000 annual hours returned by automating multi-system invoice comparison across 250 accounts.
- Mechanism
- A consolidation workflow was built to compare invoice data across the three ERP systems through a single process, eliminating the manual extraction and comparison cycle. The architecture was designed with future API integration in mind, so the solution could deepen over time rather than becoming another isolated workaround.
Customer and Service Continuity
Client Booking Instruction Automation
- Result
- Four daily client submission cycles automated, returning 2 to 2.5 hours of manual processing per day.
- Mechanism
- A Power Automate workflow was built to manage the booking instruction process end to end, from file receipt to final submission. The automation was integrated into the existing process, so the team did not inherit a new administrative burden. The client requirement stayed intact, while the friction was removed from the operating model.
AI and Workflow Intelligence
Ariba Payment Date Intelligence
- Result
- Manual matching removed across a live population of 5,000 to 6,000 open invoices.
- Mechanism
- A Power Automate workflow was built to intercept Ariba notifications, extract the payment date, match it to the correct invoice, and update the combined ledger automatically. The process converted incoming messages into structured financial intelligence without asking the team to process each item manually.
Governance and Decision Rhythm
Operations Performance Review Automation
- Result
- One hour of weekly management preparation removed from the Operations Performance Review cycle.
- Mechanism
- A Power BI dashboard was built to automate the OPR data pipeline with scheduled refreshes, centralized reporting, and direct access to current and historical performance data. The design moved insight to the start of the session instead of the end of a preparation cycle.
Working Capital and O2C
Unbilled AR Executive Dashboard
- Result
- Manual report preparation removed and unbilled AR visibility moved from periodic reporting to live executive insight.
- Mechanism
- A Power BI Unbilled Executive Dashboard was built to automate the data-structuring process end to end. The dashboard was configured for real-time updates and expanded with additional analytical points for deeper executive review. The periodic report became a live financial instrument that could surface backlog issues while there was still time to act.
Governance and Decision Rhythm
Global AR Reporting Standardization
- Result
- 5 to 6 hours of weekly manual AR reporting preparation eliminated and two teams aligned to one trusted view.
- Mechanism
- A unified Power BI dashboard was built as the single authoritative source for AR metrics across both teams. Automated pipelines replaced manual data gathering, and drill-down capability allowed users to move from summary view to root-cause detail without new reporting requests. Weekly visibility became automatic and independent of manual preparation cycles.
Governance and Decision Rhythm
Collections Governance Automation
- Result
- Manual account-tracking work removed for 40 frontline leaders through the 40x40x40 governance initiative.
- Mechanism
- The 40x40x40 initiative rebuilt the governance foundation around three elements: a trusted data source, automated account selection and digital tracking, and a structured rollout that embedded the new process into daily routines. The goal was not more tracking. It was a governance mechanism leaders could use without spending their leadership capacity creating it.
AI and Workflow Intelligence
AR Ledger Intelligence Platform
- Result
- Fragmented AR data dimensions consolidated into one platform for 360-degree account management.
- Mechanism
- The AR Ledger Assistant was built through an Agile development approach, consolidating five data dimensions into one cross-functional platform: credit risk scoring, invoice portal alignment, offset opportunities, open cash, and order management summaries. The platform made a 360-degree account view available on demand.
Governance and Decision Rhythm
Financial Governance Dashboard
- Result
- One hour of weekly manual preparation removed while restoring accuracy and cross-functional trust.
- Mechanism
- A Power BI dashboard was built to automate governance data integration end to end, remove manual preparation, and deliver real-time performance insight from a single authoritative view. The design focused on restoring shared trust first, because governance cannot work when the data is doubted.
Governance and Decision Rhythm
Business Development Program Reporting Automation
- Result
- Two weekly hours of manual reporting removed and program performance moved to automated, visible tracking.
- Mechanism
- Power BI dashboards were built to automate BDP reporting with a single source of truth, weekly automated insights, and real-time performance tracking against forecasts. Stakeholders could see the same performance picture without waiting for manual data handling.
Governance and Decision Rhythm
Finance Controller Self-Service Analytics
- Result
- One hour per controller per week returned and data dependency removed.
- Mechanism
- Tailored Power BI dashboards were built around the controllers' organizational structures, giving them on-demand access to the views they needed for root-cause analysis, trend identification, and guidance. The workflow removed the administrative barrier between specialist professionals and the data required for their work.
Working Capital and O2C
Global Order-to-Cash Framework
- Result
- 90 percent invoicing accuracy achieved, post-order holds reduced, and the cash conversion cycle shortened.
- Mechanism
- Three connected pillars rebuilt the O2C foundation: global 4DX governance to align regions on shared targets, standardized data definitions to create one operating language, and uniform automated workflows to reduce manual friction and regional variability. The sequence mattered: governance first, common data language second, automation third.
AI and Workflow Intelligence
AI/ML Purchase Order Processing
- Result
- AI/ML order-management yield exceeded target by more than 80 percent.
- Mechanism
- PO Assist was launched as an AI/ML purchase order processing tool that automated data capture: parsing and extraction from PDFs, system integration without manual keying, and validation before human review. The design positioned people for exception handling and account judgment while the tool handled repeatable cognitive data entry.
Working Capital and O2C
Unbilled AR Working Capital Governance
- Result
- USD 276M+ in cash acceleration in one quarter and 1.3-day DSO improvement through O2C governance.
- Mechanism
- Three pillars rebuilt the billing discipline: a structured backlog management process, real-time reporting dashboards and governance checkpoints, and PO consolidation rules to reduce transaction-level delays. The operating rhythm made ownership, escalation, and progress visible at the level required for executive action.
Customer and Service Continuity
Supply Chain SLA Readiness Model
- Result
- All SLA commitments met or exceeded, zero penalties for two consecutive years, 250 percent adoption growth, and +10 cNPS improvement.
- Mechanism
- The supply-chain architecture was rebuilt across four pillars: regional footprint expansion for local readiness, internal operations redesigned with SLA capacity built in, client partnerships aligned around shared expectations, and proactive capacity planning ahead of demand. The work turned SLA performance into a governed operating model rather than a late-stage recovery effort.
Working Capital and O2C
Order-to-Cash Quality Engineering
- Result
- USD 100M+ savings and 30 percent reduction in PM resource utilization through process and quality redesign.
- Mechanism
- A process and quality engineering model was established as the architectural authority for O2C design. Standard operating models, quality frameworks, and governance infrastructure were built to reduce inconsistency at source and create the foundation for later digital transformation. Quality was treated as a design principle rather than an after-the-fact control activity.
Customer and Service Continuity
Customer Advocacy Proactive Operating Model
- Result
- Reactive support demand reduced to 8 percent, USD 1.3M annualised savings, and USD 1.9B revenue portfolio protected.
- Mechanism
- The advocacy architecture was rebuilt around a dedicated operations team aligned to client portfolios, predictive intelligence to detect process failure earlier, and cross-functional root-cause resolution to prevent recurring issues. The operating horizon moved from response to prevention.
Customer and Service Continuity
Global Resolution Specialists Model
- Result
- 100 percent model adoption satisfaction, reduced post-sale escalation burden, and sales capacity redirected to commercial development.
- Mechanism
- The Global Resolution Specialists model introduced country-dedicated experts with a mandate to resolve issues before they became client-facing problems. The rollout combined leadership commitment, bottom-up change management, targeted training, and cross-functional integration so the model could be adopted rather than merely announced.
Customer and Service Continuity
MERAT Bids and Proposals Self-Service Model
- Result
- Standard proposals shifted to sales ownership, specialist capacity redirected, deal cycles accelerated, and incremental investment secured.
- Mechanism
- A self-service framework was built with targeted training, a compliant resource suite, and stakeholder alignment supported by ROI evidence. The model shifted standard bid work from centralized dependency to distributed ownership, while leaving complex work with the specialists best placed to win it.
Capability, Adoption, and Learning
Training Infrastructure Modernization
- Result
- Onboarding aligned to operating reality, continuous learning introduced, errors reduced, and retention improved.
- Mechanism
- The training infrastructure was rebuilt around three components: onboarding aligned to current operations, continuous learning modules that evolved with organizational change, and standardized playbooks that made consistent execution repeatable. The system treated capability as something to maintain continuously rather than something delivered once at entry.
Capability, Adoption, and Learning
Internal Knowledge Architecture
- Result
- Fragmented information access replaced with a central source of truth and faster access to essential resources.
- Mechanism
- A central internal hub was built as the definitive source for essential resources: documents, communication tools, training materials, and company updates. The hub was designed for low-friction navigation, dynamic content updates, and fast access to the information teams needed for daily execution.
Working Capital and O2C
Credit Balance Management Platform
- Result
- Outstanding credits reduced through real-time visibility, root-cause analysis, and lower manual overhead.
- Mechanism
- A PowerApps Credit Balance Tracker was built as a purpose-designed financial management platform, with real-time visibility, integrated reporting, and a simplified ledger for root-cause analysis. The tool was connected to the AR Ledger Assistant to preserve workflow continuity rather than creating another isolated tracker.
Governance and Decision Rhythm
Resource and Headcount Planning Platform
- Result
- Manual headcount tracking replaced with a central PowerApps source of truth for real-time resource visibility.
- Mechanism
- A PowerApps application was built as the single source of truth for resource tracking, with standardized inputs, automated alignment with capacity planning, and real-time headcount visibility for relevant stakeholders. Offline communication and manual reconciliation cycles were removed from the core planning process.
AI and Workflow Intelligence
Invoice Alert Intelligence
- Result
- Manual monitoring reduced and stalled invoices surfaced earlier through automated alerts.
- Mechanism
- A Power Automate alert system was built to trigger on specific issue types and pre-agreed SLA thresholds. Notifications were precision-configured so collectors and leaders received relevant and actionable signals when intervention was needed. Passive invoice data became active intelligence.
AI and Workflow Intelligence
Billing Block Control Tower
- Result
- Four daily hours of manual billing-block work eliminated and blocked orders made visible in real time.
- Mechanism
- A PowerApps platform was built as a billing-block control tower, combining live visibility, integrated scheduling, and an adaptable design for future evolution. Every blocked order became visible on a live operating view and could be managed proactively.
Governance and Decision Rhythm
Collections Leadership Governance Platform
- Result
- One hour per leader per day saved through a PowerApps governance platform.
- Mechanism
- A PowerApps governance platform was built with live initiative tracking, real-time progress monitoring, and an insights-to-action model. The design focused on usability and adoption so leaders could move quickly from visibility to decision.
Capability, Adoption, and Learning
Continuous Learning Operating Model
- Result
- Team competency raised, errors reduced, regulatory alignment maintained, and workforce confidence improved.
- Mechanism
- A multi-layered learning ecosystem was built with specialized modules for high-impact activities, compliance-focused content, and detailed playbooks for contributors and leaders. The design treated learning as a living operating asset that could evolve with the organization.
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Start here
If the pattern is familiar, start by mapping the mechanism.
If one of these patterns is familiar in your organization, the starting point is not another tool or another workshop. The starting point is to map the operating mechanism: ownership, handoffs, data, cadence, value, risk, and adoption.