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
AI Model Governance and Validation Tracking
Potential: HighEffort: MediumSource: manufacturingchemist.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Automated Slotting Optimization
Potential: MediumEffort: MediumSource: openskygroup.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Context-Aware Data Anomaly Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Hospital Resource and Bed Demand Forecasting
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Intelligent Batch Record Anomaly Detection
Potential: HighEffort: MediumSource: manufacturingchemist.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Personalized Treatment Recommendation
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Predictive Warehouse Labor Planning
Potential: HighEffort: MediumSource: openskygroup.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Real-Time Churn Risk Scoring for Retention
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Standardized Model Benchmarking for Reproducibility
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Unified Master Data Harmonization Across SAP and Non-SAP
Potential: HighEffort: HighSource: prnewswire.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Plan to Fulfill
Agentic AI for Pharma Cold Chain Compliance
Potential: HighEffort: HighSource: linkedin.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
AI-Assisted Analytical Method Validation
Potential: HighEffort: MediumSource: fortune.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
AI-Based Sales Order Anomaly Detection
Potential: MediumEffort: LowSource: sintec.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Automated Fleet-Wide Model Retraining Orchestration
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Automated QA/QC Chromatography Data Analysis
Potential: HighEffort: MediumSource: fortune.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Autonomous Replenishment Planning
Potential: HighEffort: MediumSource: sintec.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Autonomous Warehouse Robot Orchestration
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Digital Twin Simulation for Supply Chain Resilience
Potential: HighEffort: HighSource: sas.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Intelligent Data Migration Mapping and Validation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Parity Harness for Automated Migration Testing
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Retail Merchandise Financial Planning Optimization
Potential: MediumEffort: MediumSource: solutionsreview.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
AI Material Master Data Quality Management
Potential: MediumEffort: MediumSource: argano.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
AI-Assisted Pharmaceutical Batch Release and OOS Review
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 26 Oct 2026
Machine Learning · Plan to Fulfill
AI-Based Demand Forecasting for Sustainable Planning
Potential: HighEffort: MediumSource: bain.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
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.
