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
AI-Driven Inventory Allocation and Replenishment
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Personalized Shopping Recommendations
Potential: HighEffort: MediumCompliance-relevantSource: businessoffashion.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Pharmacovigilance Signal Detection
Potential: HighEffort: MediumSource: pitchbook.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Predictive Maintenance for Equipment Failure
Potential: HighEffort: HighSource: bisinfotech.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Supply Chain Throughput Optimization
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Demand Forecasting for Mid-Market Manufacturing
Potential: HighEffort: MediumSource: industryweek.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Demand Forecasting for Retail
Potential: HighEffort: MediumSource: maritime-executive.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Demand Forecasting for Subsidy-Driven Sales
Potential: HighEffort: MediumSource: businessoffashion.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Hyper-Personalized Product Recommendations
Potential: HighEffort: MediumSource: endearhq.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Personalized Product Recommendations
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Player Scouting and Talent Identification
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Anomaly Detection in Production Equipment
Potential: HighEffort: MediumSource: researchgate.net (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Anomaly Detection on Equipment Sensor Data
Potential: HighEffort: MediumCompliance-relevantSource: bisinfotech.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Automated Call Transcription for Customer Service
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Automated Inventory Replenishment Agent
Potential: HighEffort: MediumSource: shopify.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Centralized Vision Model Management Across Plants
Potential: MediumEffort: MediumCompliance-relevantSource: automationworld.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Demand Forecasting with Generative AI
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Direct-to-Consumer Demand Forecasting for Pharma
Potential: HighEffort: MediumSource: pitchbook.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
End-to-End Supply Chain Traceability and Anomaly Detection
Potential: HighEffort: HighSource: markets.ft.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Foundation Model-Driven Drug Target Discovery
Potential: HighEffort: HighSource: pitchbook.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Generative Molecular Design for Drug Discovery
Potential: HighEffort: HighSource: med.stanford.edu (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
GLP-1 Demand Forecasting for Pharmacy Supply
Potential: HighEffort: MediumSource: pharmaceutical-journal.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
HR Interview and Training Audio Transcription
Potential: MediumEffort: LowCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Intelligent Order-to-Cash Banking Reconciliation
Potential: MediumEffort: MediumSource: pymnts.com (opens in a new tab) · added 2 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
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.
