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
990 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
Predictive Credit Risk Scoring
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Predictive Demand Forecasting for Production Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Optimization · Lead to Cash
Quota and Territory Optimization
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Secure Enterprise Agent for Financial Close
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
LLM · Lead to Cash
Secure Knowledge Assistant for Shop Floor Operators
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
IDP + LLM · Finance
Sovereign AI Assistant for Procurement Contracts
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
IDP + LLM · Recruit to Retire
SOW Document Extraction and Risk Classification
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
LLM · Plan to Fulfill
Standardized Master Data Harmonization with LLMs
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Source to Pay
Supplier Performance Prediction and Scoring
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
LLM · Governance
Worker Classification Compliance Assistant
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
LLM · Finance
AI Agent Orchestration with Guardrails
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
AI-Driven Order Fulfillment Decision Support
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
AI-Driven Sales Performance Insights for Field Teams
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Recruit to Retire
AI-Enhanced Retail Visit Planning and Execution
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Automated AI Model Risk Assessment
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Source to Pay
Automated Custom Code Analysis and Remediation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Source to Pay
Automated Test Case Generation for ERP Migration
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Autonomous Agent Driven Order Fulfillment
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Governance
Autonomous Agent Orchestration for Finance Close
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Autonomous AI Agents for Enterprise Data Analysis
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Autonomous Procurement Agent Execution
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Autonomous Warehouse Robot Orchestration
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Finance
Computer Vision Based Goods Receipt Verification
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Finance
Configuration Recommendation Assistant
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 2 Nov 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
1 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.
