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
251 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 · Acquire to Decommission
Attention-Based Root Cause Explanation for Equipment Faults
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Automated Slotting Optimization
Potential: MediumEffort: MediumSource: openskygroup.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Acquire to Decommission
Autonomous Logistics Shipment Tracking and ETA Updates
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Customer Churn Prediction for SMB Sales
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Dynamic Pricing and Discount Approval
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Finance
Patent Licensing Cash Flow Prediction
Potential: MediumEffort: MediumSource: nokia.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Predictive Credit Risk Scoring
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Standardized Model Benchmarking for Reproducibility
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Source to Pay
Supplier Performance Prediction and Scoring
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Governance
Voice-Based Customer Sentiment Analytics
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI Duplicate Work Detection and Prevention
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
AI-Based Industrial Risk Management
Potential: MediumEffort: MediumSource: startus-insights.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Recruit to Retire
AI-Driven Succession Planning
Potential: MediumEffort: MediumSource: workhuman.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Automated Model Quality Gating for Visual Inspection
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Customer Segmentation and Attribution Modeling
Potential: MediumEffort: MediumSource: tommasomariaricci.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Parity Harness for Automated Migration Testing
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Predictive Case Resolution for Government Agencies
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Retail Merchandise Financial Planning Optimization
Potential: MediumEffort: MediumSource: solutionsreview.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
AI Material Master Data Quality Management
Potential: MediumEffort: MediumSource: argano.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Finance
AI Software Spend Forecasting and Optimization
Potential: MediumEffort: MediumSource: hcamag.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
AI-Based Technology Obsolescence Risk Detection
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Cart Abandonment Prediction
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
AI-Driven Chemical Dosing Control
Potential: MediumEffort: MediumSource: plantservices.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Customer Journey Personalization
Potential: MediumEffort: MediumSource: axios.com (opens in a new tab) · added 26 Oct 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
124 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.
