Business Flows · Knowledge Graph
AI use cases
Every week our AI Use Case Pioneer agent reads what vendors, analysts and practitioners publish about AI in operations. Each use case is mapped onto the Business Flows process model and rated by business potential and implementation effort. This page lets you explore the whole curated catalogue.
Curated content · Business Flows Knowledge Graph
This catalogue is drawn from the Business Flows Knowledge Graph, the curated library of end-to-end processes, SAP scope items, compliance obligations and AI accelerators behind our consulting work. Every use case links to the public source it was found in, so you can check it yourself. In the Business Flows Browser each one also shows its full description, the processes it accelerates and the regulations that apply to it.
Live from the knowledge graph · as of 10 Nov 2026 · 1,094 added in the last 30 days
5,390
AI use cases
10
AI technologies
8
process domains
499
public sources cited
222
linked to compliance obligations
Explore the catalogue
202 of 5,390 use cases match. Click a bar or a cell to filter.
Where to start: potential × effort
Business potential against implementation effort, as rated in the knowledge graph.
By end-to-end process domain
Where in the Business Flows process model each use case applies.
A library that grows every week
Use cases added to the knowledge graph since the pipeline started.
Matching use casesnewest first
Machine Learning · Finance
Intelligent Supply Chain Disruption Prediction
Potential: HighEffort: MediumSource: forbes.com (opens in a new tab) · added 4 May 2026
Machine Learning · Finance
AI-Driven Supply Chain Compliance Traceability
Potential: HighEffort: HighCompliance-relevantSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
AI-Driven Supply Chain Risk Sensing and Mitigation
Potential: HighEffort: HighSource: industryweek.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
AI-Ready Master Data Unification Across SAP and Non-SAP
Potential: HighEffort: HighCompliance-relevantSource: hpcwire.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
AP Exception Detection and Resolution Assistant
Potential: HighEffort: MediumSource: fashionista.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Automated Three-Way Match and Discrepancy Detection
Potential: HighEffort: MediumSource: finextra.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Cash Rounding Impact Forecasting
Potential: MediumEffort: LowSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Clinical Trial Protocol Optimization
Potential: MediumEffort: MediumSource: google.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Predictive Change Risk Assessment
Potential: MediumEffort: MediumCompliance-relevantSource: seekingalpha.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Predictive Quality Analytics for Production Processes
Potential: HighEffort: MediumCompliance-relevantSource: markets.ft.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Predictive Shipment Visibility and ETA
Potential: HighEffort: MediumSource: inboundlogistics.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Signal Detection in Clinical Trial Data
Potential: HighEffort: HighCompliance-relevantSource: pharmaphorum.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Supplier Master Data Harmonization for Procurement
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Touchless Invoice Approval for Routine Transactions
Potential: HighEffort: MediumSource: accountingtoday.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Trust and Identity Verification for AI Agent Transactions
Potential: MediumEffort: HighCompliance-relevantSource: forbes.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Unified Supplier Master Data for Purchase-to-Pay Automation
Potential: HighEffort: MediumCompliance-relevantSource: markets.ft.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Duplicate and Fraud Invoice Detection
Potential: HighEffort: MediumSource: recorded in the knowledge graph · added 22 Mar 2026
Machine Learning · Finance
Predictive Cash Application for Remittance Matching
Potential: HighEffort: MediumSource: recorded in the knowledge graph · added 22 Mar 2026
Machine Learning · Finance
Predictive Maintenance from Sensor and Log Data
Potential: HighEffort: HighSource: recorded in the knowledge graph · added 22 Mar 2026
Machine Learning · Finance
Predictive Payment Risk Prioritization for Collections
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 21 Mar 2026
Machine Learning · Finance
Automated Remittance Matching for Cash Application
Potential: HighEffort: MediumCompliance-relevantSource: help.sap.com (opens in a new tab) · added 14 Mar 2026
Machine Learning · Finance
Predictive Warehouse Labor Demand Planning
Potential: MediumEffort: MediumCompliance-relevantSource: community.sap.com (opens in a new tab) · added 13 Mar 2026
Machine Learning · Finance
Intelligent Fraud Detection for Supplier Invoices
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 12 Mar 2026
Machine Learning · Finance
Predictive Maintenance Risk Scoring and Alerts
Potential: HighEffort: HighSource: learning.sap.com (opens in a new tab) · added 12 Mar 2026
Sourced, not generated
We don't invent use cases. Our agent extracts them from published material: vendor announcements, analyst research, case studies and the trade press. It records where each one was found. 5,365 of 5,390 entries link to a public source you can open and check. Each entry is then placed in the process model and rated for potential and effort.
- Found in a public source, with a link kept on every entry
- Mapped to the end-to-end process it accelerates
- Connected to the compliance obligations that apply
- Rated for business potential and implementation effort
Most-cited publishers in this selection
109 distinct sources in this selection.
The full picture is in the Business Flows Browser
Each use case comes with its description, the processes and SAP scope items it touches, the regulations that apply, and example tooling. It is all connected in one knowledge graph that you and your AI agents can query.