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
2,353 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 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.
Matching use casesnewest first
Machine Learning · Lead to Cash
Predictive Equipment Maintenance via IoT Sensors
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Predictive Incident Resolution with GenAI Service Agent
Potential: HighEffort: MediumSource: recorded in the knowledge graph · added 2 Nov 2026
Machine Learning · Lead to Cash
Predictive Maintenance Agent for Production Assets
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Production Lines
Potential: HighEffort: MediumSource: sintec.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Renewable Energy Equipment
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Optimization · Lead to Cash
Predictive Orchestration of Supply Chain Operations
Potential: HighEffort: HighSource: nqc.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Predictive Supply Chain Disruption Forecasting
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Process Mining-Grounded Agent Guardrails
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Process Optimization and Operational Improvement
Potential: HighEffort: MediumSource: isg-one.com (opens in a new tab) · added 2 Nov 2026
Optimization · Lead to Cash
Production Planning Optimization with AI
Potential: HighEffort: HighSource: solutionsreview.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Prompt Caching for Agentic Workflow Optimization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Real-Time Process Monitoring in Drug Production
Potential: HighEffort: MediumSource: sas.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Lead to Cash
Real-Time Production Monitoring and Anomaly Detection
Potential: HighEffort: MediumSource: citybiz.co (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Role-Based Skill Governance via Now Assist Admin
Potential: MediumEffort: MediumSource: servicenow.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Secure Government LLM Workspace Deployment
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Self-Service Data Exploration for Operations
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Serverless Model Customization Pipeline for Energy Forecasting
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Shared AI Agent Collaboration for Sales Teams
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Lead to Cash
Shop Floor Safety Incident Detection
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Lead to Cash
Unbiased Ground Truth Creation for Model Evaluation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Lead to Cash
Vision-Assisted Robotic Assembly
Potential: MediumEffort: HighSource: startus-insights.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Lead to Cash
Vision-Guided Pick and Place Automation
Potential: HighEffort: MediumSource: detroitnews.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Adaptive Agentic Routing for IoT Monitoring
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Lead to Cash
Adaptive Personalized Learning Path Generation
Potential: HighEffort: MediumSource: news.sap.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
380 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.
