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
641 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
Computer Vision · Plan to Fulfill
Counterfeit Product Detection in Distribution
Potential: MediumEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Plan to Fulfill
Customer Churn Prediction and Retention
Potential: MediumEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Deterministic Agent Orchestration for Quality Deviation Handling
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Plan to Fulfill
Good Machine Learning Practice Compliance Monitoring
Potential: MediumEffort: HighSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Policy Debugging Agent for GxP Compliance
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Plan to Fulfill
Quality Deviation Investigation Agent for Regulated Manufacturing
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Computer Vision · Plan to Fulfill
Real-Time Machine Vision Quality Inspection
Potential: HighEffort: MediumSource: shopify.com (opens in a new tab) · added 10 Aug 2026
Computer Vision · Plan to Fulfill
Real-Time Visual Defect Detection on Production Line
Potential: HighEffort: MediumSource: prnewswire.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Sovereign Cloud GenAI for Regulated Industries
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
Computer Vision · Plan to Fulfill
Warehouse Robotics and Autonomous Material Handling
Potential: MediumEffort: HighSource: techtarget.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Plan to Fulfill
Agentic AI Data Cleansing for SAP Migration
Potential: HighEffort: HighSource: kyndryl.com (opens in a new tab) · added 3 Aug 2026
Optimization · Plan to Fulfill
AI Simulation for Inventory Scenario Planning
Potential: HighEffort: MediumSource: futurumgroup.com (opens in a new tab) · added 3 Aug 2026
LLM · Plan to Fulfill
AI-Assisted Manufacturing Issue Description Generation
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
IDP + LLM · Plan to Fulfill
AI-Driven Clinical Document Processing
Potential: HighEffort: MediumSource: clinicaltrialsarena.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Plan to Fulfill
AI-Driven Drug Safety Toxicity Prediction
Potential: HighEffort: HighSource: news-medical.net (opens in a new tab) · added 3 Aug 2026
Optimization · Plan to Fulfill
AI-Driven Inventory Buffer Optimization
Potential: HighEffort: MediumSource: supplychaindigital.com (opens in a new tab) · added 3 Aug 2026
Optimization · Plan to Fulfill
AI-Driven Inventory Planning Optimization
Potential: HighEffort: MediumSource: consumergoods.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Plan to Fulfill
AI-Identified Biomarkers for Precision Medicine
Potential: HighEffort: HighSource: biospace.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Plan to Fulfill
AI-Native Retail Demand Forecasting
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Plan to Fulfill
Automated At-Risk Customer Detection from Call Transcripts
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Plan to Fulfill
Automated Clinical Data Monitoring and Anomaly Detection
Potential: HighEffort: MediumSource: clinicalleader.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Plan to Fulfill
Automated Data Quality Monitoring and Remediation
Potential: HighEffort: MediumSource: informatica.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Plan to Fulfill
Automated Quality Assurance for Pharmaceutical Products
Potential: HighEffort: MediumSource: biopharmaapac.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Plan to Fulfill
Automated Visual Defect Detection in Electronics Assembly
Potential: HighEffort: MediumSource: gminsights.com (opens in a new tab) · added 3 Aug 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
198 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.
