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
2,494 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
LLM · Plan to Fulfill
Natural Language Fleet Query Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Omnichannel Fulfillment Deviation Detection
Potential: HighEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Online Monitoring of Production AI Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Personalized Member Care Recommendations
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Personalized Product Recommendations at POS
Potential: HighEffort: MediumSource: shopify.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Plan to Fulfill
Predictive Customer Churn Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Customer Churn with Tabular AI
Potential: HighEffort: MediumSource: crn.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Deviation and Anomaly Detection in API Production
Potential: HighEffort: MediumSource: business-standard.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Finance
Predictive Inventory and Material Replenishment
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Recruit to Retire
Predictive Maintenance for Automated Production Lines
Potential: HighEffort: MediumSource: news-medical.net (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Manufacturing Equipment
Potential: HighEffort: MediumSource: kpmg.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Order Delivery Risk Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Order Fulfillment Risk Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Order Pickup and Returns Forecasting
Potential: HighEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Governance
Predictive Revenue Forecasting with AI Insights
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Recruit to Retire
Proactive Driver Behavior Anomaly Alerts
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Proactive Infrastructure Monitoring with Ambient Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Process Mining for Click-and-Collect Optimization
Potential: HighEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Production Demand Forecasting and Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Plan to Fulfill
Production Quality Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Real-Time Margin Impact Simulation for Order Decisions
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
LLM · Plan to Fulfill
Regulatory Intelligence Monitoring Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Plan to Fulfill
Robot-Mounted Vision Quality Inspection in Assembly
Potential: HighEffort: MediumSource: themanufacturer.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Finance
Supplier Research and Risk Assessment Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 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
391 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.
