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 11 Nov 2026 · 883 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
Showing all 5,390 use cases. 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 AI technology
The technology that powers each use case.
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.
Latest additionsnewest first
Machine Learning · Governance
Order Confirmation Discrepancy Detection
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Idea to Market
Predictive Batch Yield Variability Forecasting
Potential: HighEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Finance
Predictive Clinical Trial Patient Recruitment
Potential: HighEffort: MediumSource: whitecase.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Predictive Delivery Date Estimation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Predictive Delivery Delay Mitigation
Potential: HighEffort: MediumSource: siliconangle.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Predictive Demand Forecasting via Datasphere Models
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Trigger Systems
Potential: MediumEffort: MediumSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Predictive Maintenance with Generative Insights
Potential: HighEffort: MediumSource: fortunebusinessinsights.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Process Intelligence Graph for AI Agent Grounding
Potential: HighEffort: HighSource: siliconangle.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Governance
Process Intelligence Graph for End-to-End Digital Twin
Potential: HighEffort: HighSource: celonis.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
RAG-Based Employee Policy Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
Real-Time Agentic Incident Triage
Potential: HighEffort: MediumSource: thenextweb.com (opens in a new tab) · added 17 Aug 2026
Computer Vision · Plan to Fulfill
Real-Time Anomaly Detection in Production Lines
Potential: HighEffort: MediumSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Real-Time Geopolitical Risk Sensing for Supply Chain
Potential: HighEffort: MediumSource: mddionline.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Recruit to Retire
Real-Time Pricing Elasticity Modeling
Potential: HighEffort: MediumSource: rsmus.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Remote VS Code Access via SSH-over-SSM for ML Workflows
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Finance
Returns Prediction and Prevention
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Finance
Risk-Based Transaction Pricing for Agent Payments
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
RPA + AI · Finance
Semi-Autonomous Supply Chain Response Actions
Potential: HighEffort: HighSource: mddionline.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Semiconductor Yield Prediction and Optimization
Potential: HighEffort: HighSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
Optimization · Plan to Fulfill
Shelf-Life Expiry Optimization for Pharma Inventory
Potential: HighEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
Sovereign LLM Hosting for Regulated Industries
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Supplier Diversification and Sourcing Decision Support
Potential: MediumEffort: MediumSource: rsmus.com (opens in a new tab) · added 17 Aug 2026
IDP + LLM · Recruit to Retire
Supplier Onboarding Document Automation
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 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
499 distinct sources.
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.
