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
Optimization · Plan to Fulfill
Dynamic Inventory Placement and Replenishment Optimization
Potential: HighEffort: MediumSource: rsmus.com (opens in a new tab) · added 17 Aug 2026
Optimization · Plan to Fulfill
Dynamic Scenario and Trade-off Modeling for Disruptions
Potential: HighEffort: HighSource: mddionline.com (opens in a new tab) · added 17 Aug 2026
Computer Vision · Plan to Fulfill
High-Speed Machine Vision Defect Detection
Potential: HighEffort: MediumSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Plan to Fulfill
Human-in-the-Loop Quality Review Augmentation
Potential: HighEffort: MediumSource: biopharminternational.com (opens in a new tab) · added 17 Aug 2026
Optimization · Plan to Fulfill
Intelligent Inventory Optimization
Potential: HighEffort: MediumSource: openskygroup.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Plan to Fulfill
Inventory Overstock Detection and Rebalancing
Potential: HighEffort: MediumSource: siliconangle.com (opens in a new tab) · added 17 Aug 2026
Computer Vision · Plan to Fulfill
Medical Device Defect Detection via Computer Vision
Potential: HighEffort: MediumSource: whitecase.com (opens in a new tab) · added 17 Aug 2026
Computer Vision · Plan to Fulfill
Real-Time Anomaly Detection in Production Lines
Potential: HighEffort: MediumSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
Optimization · Plan to Fulfill
Shelf-Life Expiry Optimization for Pharma Inventory
Potential: HighEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Plan to Fulfill
Adverse Event Signal Detection in Pharmacovigilance
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Plan to Fulfill
AI Batch Record Review for GMP Release
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Plan to Fulfill
AI Governance and Model Validation Framework
Potential: HighEffort: HighSource: google.com (opens in a new tab) · added 10 Aug 2026
Computer Vision · Plan to Fulfill
AI-Assisted Digital Pathology Image Analysis
Potential: HighEffort: MediumSource: techrepublic.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
AI-Assisted Quality Deviation Handling
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
AI-Assisted Shop Floor Knowledge Assistant
Potential: MediumEffort: LowSource: techtarget.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Plan to Fulfill
AI-Driven Quality Assurance Deviation Detection
Potential: HighEffort: MediumSource: techrepublic.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Plan to Fulfill
AI-Powered Root Cause Analysis for Quality Defects
Potential: HighEffort: MediumSource: techtarget.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Plan to Fulfill
Automated Clinical Trial Site Selection and Monitoring
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Automated Regulatory Document Generation
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Automated Regulatory Documentation Drafting
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Plan to Fulfill
Automated Schema Evolution and Drift Handling
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Optimization · Plan to Fulfill
Automated Shelf Replenishment Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
Computer Vision · Plan to Fulfill
Automated Visual Quality Inspection
Potential: HighEffort: MediumSource: coursera.org (opens in a new tab) · added 10 Aug 2026
Computer Vision · Plan to Fulfill
Computer Vision Visual Inspection for Pharma Lines
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 10 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.
