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 · Lead to Cash
Generative Molecular Design for Drug Discovery
Potential: HighEffort: HighSource: med.stanford.edu (opens in a new tab) · added 2 May 2026
Machine Learning · Recruit to Retire
Generative Molecule Design for Lead Optimization
Potential: HighEffort: HighSource: pitchbook.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
GLP-1 Demand Forecasting for Pharmacy Supply
Potential: HighEffort: MediumSource: pharmaceutical-journal.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
Governed Statistical Programming Environment for Clinical Analytics
Potential: HighEffort: HighSource: biospace.com (opens in a new tab) · added 2 May 2026
Machine Learning · Recruit to Retire
Health Inequality Detection in Patient Cohorts
Potential: MediumEffort: MediumCompliance-relevantSource: pharmaceutical-journal.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
HR Interview and Training Audio Transcription
Potential: MediumEffort: LowCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning
Identity and Privilege Escalation Detection
Potential: HighEffort: MediumSource: darkreading.com (opens in a new tab) · added 2 May 2026
Machine Learning · Recruit to Retire
Identity-First Anomaly Detection for Access Management
Potential: HighEffort: MediumSource: thefintechtimes.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Intelligent Order-to-Cash Banking Reconciliation
Potential: MediumEffort: MediumSource: pymnts.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
Manufacturing Yield Optimization with AI
Potential: HighEffort: HighSource: markets.ft.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Multilingual Audio Transcription at Scale
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning
Pay-as-you-go AI API Integration for Retail Personalization
Potential: MediumEffort: LowSource: markets.ft.com (opens in a new tab) · added 2 May 2026
Machine Learning
Personalized Value-Driven Loyalty Engine
Potential: MediumEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Pharmacovigilance Adverse Event Signal Detection
Potential: HighEffort: MediumSource: chemanager-online.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Analytics for Inventory Management
Potential: HighEffort: MediumSource: businessinsider.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Carbon Footprint Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Predictive Change Risk Assessment
Potential: MediumEffort: MediumCompliance-relevantSource: seekingalpha.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
Predictive Cold-Chain Temperature Excursion Detection
Potential: HighEffort: MediumSource: digitaljournal.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Demand Forecasting and Inventory Optimization
Potential: HighEffort: MediumSource: inboundlogistics.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Equipment Failure Detection via IIoT Sensors
Potential: HighEffort: HighSource: researchgate.net (opens in a new tab) · added 2 May 2026
Machine Learning · Acquire to Decommission
Predictive Equipment Maintenance and Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive ETA and Delivery Success Forecasting
Potential: MediumEffort: MediumSource: digitaljournal.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Lead Scoring and Opportunity Prioritization
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Chemical Plant Assets
Potential: HighEffort: HighSource: researchgate.net (opens in a new tab) · added 2 May 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.
