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
17 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 · Recruit to Retire
Edge-Based Real-Time Asset Condition Monitoring
Potential: MediumEffort: HighSource: nature.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Federated Learning for Privacy-Preserving Biomedical Model Training
Potential: MediumEffort: HighSource: nature.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Rotating Equipment
Potential: HighEffort: HighSource: nature.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 · Finance
Virtual Cell Models for Preclinical Drug Toxicity Prediction
Potential: HighEffort: HighSource: nature.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Bias Detection in Agricultural AI Models
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Demand Forecasting for Perishable Food Goods
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Personalized Nutrition Product Recommendation
Potential: HighEffort: HighSource: nature.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Finance
Predictive Crop Yield Forecasting for Procurement
Potential: HighEffort: HighSource: nature.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Real-time In-line Yarn Production Monitoring
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Neural Network-Based Combustion Performance Prediction
Potential: HighEffort: HighSource: nature.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Acquire to Decommission
Predictive Maintenance for Burners and Furnaces
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
Sensor Anomaly Detection for Combustion Systems
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for Spare Parts
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Recruit to Retire
Intermittent Demand Prediction for Long-Tail SKUs
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Employee Attrition Prediction with Explainable AI
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 11 May 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
1 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.