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 · Lead to Cash
AI-Assisted Demand and Supply Planning for Agriculture
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Based Demand Forecasting for Supply Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
AI-Driven Financial Close Acceleration
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
AI-Driven Personalized Sales Engagement
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Optimization · Lead to Cash
AI-Driven Production Planning and Scheduling
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Personalized Product Recommendations
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Powered Player Scouting and Talent Identification
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
Optimization · Lead to Cash
AI-Powered Production Schedule Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Finance
AI-Powered Supplier Risk and Spend Insights
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
AI-Ready Master Data Unification Across SAP and Non-SAP Sources
Potential: HighEffort: HighCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
Anomaly Detection in Emissions Reporting
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Governance
Automated Carbon Emissions Data Classification
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Computer Vision · Plan to Fulfill
Automated Match Video Analysis
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Recruit to Retire
Automated Onboarding Workflow Orchestration
Potential: MediumEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Lead to Cash
Automated Sales Order Entry from Unstructured Inputs
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Finance
Autonomous Agents for ERP Process Execution
Potential: HighEffort: HighCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Autonomous Campaign Performance Optimization
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Conversational HR Assistant for Employee Self-Service
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Conversational Order Status and Self-Service Agent
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
Optimization · Finance
Decarbonization Scenario Optimization
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Demand Forecasting with Generative AI
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Governance
Generative AI Sustainability Reporting Assistant
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM
Generative Content Creation for Marketing
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Finance
Intelligent Invoice Data Extraction and Coding
Potential: HighEffort: MediumSource: news.sap.com (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
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.
