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 · Governance
AI-Driven Drug Diversion Anomaly Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
AI-Driven Product Data Harmonization in PLM
Potential: HighEffort: HighSource: stocktitan.net (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
AI-Driven Retail Demand Forecasting
Potential: HighEffort: MediumSource: biztechmagazine.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
AI-Powered Demand Forecasting for Supply Chain
Potential: HighEffort: MediumSource: blogs.nvidia.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Finance
Anomaly Detection in Financial Transactions
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning
Automated Engineering Change Impact Analysis
Potential: HighEffort: MediumSource: stocktitan.net (opens in a new tab) · added 20 Jul 2026
Machine Learning · Finance
Automated Partner Pricing Approval Workflow
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Autonomous Demand and Replenishment Agents
Potential: HighEffort: HighSource: microsoft.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Plan to Fulfill
Customer Churn Prediction and Prevention
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Foundation Model for Plant State Prediction
Potential: HighEffort: HighSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Recruit to Retire
Intelligent Sales Opportunity Scoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Recruit to Retire
Intermittent Demand Prediction for Long-Tail SKUs
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Predictive Customer Churn Scoring
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Chemical Assets
Potential: HighEffort: HighSource: marketstatsinsight.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Refining Equipment
Potential: HighEffort: MediumSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Predictive Production Planning Optimization
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Recruit to Retire
Prospect Intent Classification
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Governance
Sensor-Based Anomaly Detection in Process Plants
Potential: HighEffort: MediumSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Plan to Fulfill
Statistical Baseline Forecasting for Inventory Planning
Potential: HighEffort: LowSource: ibm.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Unified Customer Data Profile Consolidation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Governance
Unified Financial Data Reconciliation with AI
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Zero-Shot Demand Prediction on Tabular Data
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for Luxury Retail
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Lead to Cash
AI-Native Chargeback Dispute Representment
Potential: HighEffort: MediumSource: finextra.com (opens in a new tab) · added 13 Jul 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.
