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
2,494 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 · Idea to Market
Predictive Analytics for Production Planning
Potential: HighEffort: MediumSource: cio.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Finance
Predictive Analytics in Procurement Sourcing
Potential: HighEffort: MediumSource: consumergoods.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Idea to Market
Predictive Collections Prioritization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Predictive Customer Churn Intervention
Potential: HighEffort: MediumSource: diginomica.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Plan to Fulfill
Predictive Defect Detection in Quality Inspection
Potential: HighEffort: MediumSource: cio.economictimes.indiatimes.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Predictive ETA and Delay Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Optimization · Acquire to Decommission
Predictive Logistics Optimization for Sustainability
Potential: HighEffort: MediumSource: sas.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Pharma Manufacturing Equipment
Potential: HighEffort: MediumSource: sas.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Predictive Stock Availability and Fulfillment Risk Detection
Potential: HighEffort: MediumSource: pymnts.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Proactive Order Issue Detection and Resolution
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Proactive Order Reliability Agent for Fulfillment Risk
Potential: HighEffort: MediumSource: futurumgroup.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Finance
Process Intelligence-Grounded AI Agent Assist
Potential: HighEffort: MediumSource: diginomica.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Real-Time Container Location Prediction
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Real-Time Parcel Tracking and Sorting
Potential: HighEffort: MediumSource: eenewseurope.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Real-Time Process Monitoring in Pharma Production
Potential: HighEffort: MediumSource: sas.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Real-Time Process Parameter Optimization
Potential: HighEffort: MediumSource: rolandberger.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Real-Time Video Analytics for Shop Floor Monitoring
Potential: HighEffort: MediumSource: quasa.io (opens in a new tab) · added 3 Aug 2026
Computer Vision · Plan to Fulfill
Retail Shelf Monitoring and Out-of-Stock Detection
Potential: HighEffort: MediumSource: eenewseurope.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Revenue Acceleration through AI Pricing Optimization
Potential: HighEffort: MediumSource: fticonsulting.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Finance
Supplier Risk Visibility and Predictive Monitoring
Potential: HighEffort: MediumSource: supplychaindigital.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Supply Chain Shortfall and Fulfillment Risk Prediction
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Agent Response Quality Monitoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Governance
Agentic AI-Powered Self-Service Analytics
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM · Governance
Agentic Compliance Policy Guidance
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 27 Jul 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
391 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.
