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
701 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 · Lead to Cash
Personalized Customer Recommendation Engine
Potential: HighEffort: MediumSource: cnn.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Predictive Disruption Anticipation and Response
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Predictive Maintenance Agent with Autonomous Work Orders
Potential: HighEffort: MediumSource: customertimes.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Reactors and Compressors
Potential: HighEffort: MediumSource: ifactoryapp.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Predictive Maintenance with Agent-Based Technician Dispatch
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Predictive Supply Chain Disruption Alerts
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Predictive Workforce Attrition Analytics
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Signal-Based Probabilistic Demand Forecasting
Potential: HighEffort: HighSource: kpmg.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Subscription-Based Chemical Replenishment Prediction
Potential: MediumEffort: MediumSource: ifactoryapp.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Agent Trust and Accountability Monitoring
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI Credit Risk Scoring for Order-to-Cash
Potential: MediumEffort: MediumSource: recorded in the knowledge graph · added 12 Oct 2026
Machine Learning · Lead to Cash
AI Sales Forecasting and Lead Scoring
Potential: HighEffort: MediumSource: destinationcrm.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI Supply Chain Control Tower for Chemicals
Potential: MediumEffort: HighSource: link.springer.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Assisted Drug Target Discovery and Validation
Potential: HighEffort: HighSource: mordorintelligence.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Based Supply Chain Demand Forecasting
Potential: HighEffort: MediumSource: intuitionlabs.ai (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting with Real-Time Signals
Potential: HighEffort: MediumSource: market.us (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Drug Target Identification and Discovery
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Internal Talent Matching and Mobility
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Process Mining and Bottleneck Detection
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Automated Cash Application and Payment Matching
Potential: HighEffort: MediumSource: thenextweb.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Autonomous Demand Forecasting and Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Autonomous Production Schedule Resequencing
Potential: HighEffort: HighSource: ifactoryapp.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Batch Traceability and Serialization Anomaly Detection
Potential: HighEffort: MediumSource: korcomptenz.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Clinical Trial Complexity Analytics and Patient Matching
Potential: HighEffort: HighSource: mordorintelligence.com (opens in a new tab) · added 12 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
231 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.
