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
1,207 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 · Plan to Fulfill
AI Demand Forecasting with Planner Explainability
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 5 Mar 2026
Computer Vision · Plan to Fulfill
Computer Vision Defect Detection for Visual Inspection
Potential: HighEffort: HighSource: sap.com (opens in a new tab) · added 5 Mar 2026
LLM · Recruit to Retire
Generative Candidate Interview Questions and Scorecards
Potential: MediumEffort: LowCompliance-relevantSource: userapps.support.sap.com (opens in a new tab) · added 5 Mar 2026
Machine Learning · Finance
ML Cash Application Auto-Matching and Clearing
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 5 Mar 2026
LLM + Analytics · Plan to Fulfill
Predictive Invoice Exception Triage and Routing
Potential: HighEffort: MediumSource: help.sap.com (opens in a new tab) · added 5 Mar 2026
LLM
Automated Process Model Recommendations from Text
Potential: MediumEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 4 Mar 2026
IDP + LLM · Finance
Touchless Invoice Extraction and Matching
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 4 Mar 2026
LLM + Analytics · Plan to Fulfill
Agentic Dispute Root Cause Resolution
Potential: HighEffort: HighCompliance-relevantSource: news.sap.com (opens in a new tab) · added 3 Mar 2026
IDP · Lead to Cash
Intelligent Payment Advice Document Extraction
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 3 Mar 2026
Machine Learning · Finance
Machine Learning Cash Application Matching
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 3 Mar 2026
LLM · Idea to Market
Text-to-BPMN Process Model Generation
Potential: MediumEffort: LowCompliance-relevantSource: news.sap.com (opens in a new tab) · added 3 Mar 2026
LLM + Analytics · Source to Pay
AI HR Performance Talking Points and Goal Insights
Potential: MediumEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 Mar 2026
LLM · Plan to Fulfill
GenAI Support Ticket Triage and Draft Response
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 2 Mar 2026
Machine Learning · Finance
ML Cash Application Matching and Auto-Clearing
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 2 Mar 2026
IDP + LLM · Recruit to Retire
AI Permit Data Extraction and Compliance Tasking
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Mar 2026
LLM + Analytics · Lead to Cash
Dispute Detection and Auto-Resolution Proposal Agent
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 1 Mar 2026
IDP + LLM · Plan to Fulfill
Inbound Logistics Document Extraction for Consignments
Potential: MediumEffort: MediumSource: help.sap.com (opens in a new tab) · added 1 Mar 2026
IDP · Source to Pay
Self-Learning Invoice Extraction Template Optimization
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 1 Mar 2026
Machine Learning
Anomaly Detection for Close and Reconciliation
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 28 Feb 2026
RPA + AI · Finance
Automated Vendor Invoice Extraction and Posting
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 28 Feb 2026
Machine Learning · Lead to Cash
Automated Customer Payment Matching Proposals
Potential: HighEffort: MediumCompliance-relevantSource: sap.com (opens in a new tab) · added 27 Feb 2026
Machine Learning · Finance
Predictive Disruption Alerts with Control Tower
Potential: HighEffort: HighSource: sap.com (opens in a new tab) · added 27 Feb 2026
LLM · Recruit to Retire
AI Skill Extraction for Better Candidate Matching
Potential: MediumEffort: LowCompliance-relevantSource: help.sap.com (opens in a new tab) · added 26 Feb 2026
Computer Vision
Computer Vision Defect Detection on Production Line
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 26 Feb 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
8 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.