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
1,584 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 · Source to Pay
Travel Cost Anomaly and Fraud Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 15 Jun 2026
Machine Learning · Lead to Cash
Agentic Commerce Fraud Prevention
Potential: HighEffort: MediumSource: ffnews.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
Agentic Payment Fraud and Anomaly Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Governance
AI Account Reconciliation Automation
Potential: HighEffort: LowSource: onestream.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
AI Liability Insurance Underwriting
Potential: MediumEffort: HighSource: ffnews.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI Sales Forecasting and Pipeline Scoring
Potential: HighEffort: MediumSource: vktr.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
AI Spend Classification and Supplier Analytics
Potential: MediumEffort: LowSource: smartdev.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI-Driven Collections and Credit Risk Scoring
Potential: HighEffort: MediumSource: mckinsey.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for Retail Inventory
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI-Driven Energy Demand Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI-Driven Marketing Performance Analytics
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Plan to Fulfill
AI-Driven Sales Forecasting
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Plan to Fulfill
AI-Driven Supplier Quality Risk Scoring
Potential: MediumEffort: MediumSource: uk.finance.yahoo.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
AI-Driven Supplier Risk Monitoring
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Content Performance Optimization
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Retail Demand Forecasting
Potential: HighEffort: MediumSource: netsolutions.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Sales Lead Scoring and Prioritization
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Sales Order Anomaly Detection
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
Anomaly Detection in Purchase Order Spend
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
Automated Bill of Materials Cost Prediction
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
Autonomous Demand Sensing and Forecast Adjustment
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Plan to Fulfill
Data Quality Readiness for AI in Asset Management
Potential: HighEffort: MediumSource: ffnews.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
Demand Forecasting with Tabular Foundation Model
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
Digital Twin for Global Production Optimization
Potential: HighEffort: HighSource: manilatimes.net (opens in a new tab) · added 8 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
348 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.
