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
196 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 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 · Plan to Fulfill
Anomaly Detection for Process Emissions Reduction
Potential: HighEffort: MediumSource: rmi.org (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
Automated Protocol Translation for Legacy PLCs
Potential: MediumEffort: LowSource: ifactoryapp.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
Cold Chain Risk Prediction and Monitoring
Potential: HighEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
Patient Adherence Prediction for Hub Services
Potential: HighEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
Phased AI Rollout Coverage Analytics
Potential: MediumEffort: LowSource: ifactoryapp.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
Predictive Churn Detection and Retention Actions
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
Process Analytical Quality Monitoring
Potential: HighEffort: MediumSource: weforum.org (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
Quality Deviation Detection in Manufacturing Execution
Potential: HighEffort: MediumSource: leverx.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
Anomaly Detection in Sensor Networks
Potential: HighEffort: MediumSource: ieee-cars.org (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Demand-Driven Material Requirements Planning
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Digital Twin for Treatment Process Optimization
Potential: HighEffort: HighSource: ieee-cars.org (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Emerging Contaminant Prediction and Control
Potential: HighEffort: HighSource: ieee-cars.org (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Predictive Yield Optimization in Chip Fabrication
Potential: HighEffort: HighSource: marketsandmarkets.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Provider Ordering Behavior Anomaly Detection
Potential: MediumEffort: MediumSource: scmr.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Real-Time Shop Floor Anomaly Detection
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Subscription Churn Prediction and Retention
Potential: HighEffort: MediumSource: centredaily.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Unified Customer Data Consolidation
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
AI-Driven Defect Root Cause Analysis
Potential: HighEffort: MediumSource: intelycx.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Plan to Fulfill
AI-Powered Fashion Assortment and Demand Planning
Potential: MediumEffort: HighSource: savictech.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Plan to Fulfill
Autonomous Mobile Robot Fleet Orchestration
Potential: HighEffort: HighSource: blogs.nvidia.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Plan to Fulfill
Bias Detection in Agricultural AI Models
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Plan to Fulfill
CLV-Based Personalized Inventory Allocation
Potential: HighEffort: MediumSource: savictech.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Plan to Fulfill
Continuous FDA Inspection Readiness Monitoring
Potential: HighEffort: MediumSource: korcomptenz.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Plan to Fulfill
Predictive Budget Adjustment from Demand Forecasts
Potential: MediumEffort: MediumSource: oracle.com (opens in a new tab) · added 12 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
99 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.
