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 · Finance
Intelligent Duplicate Detection for Customer and Supplier Records
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Optimization · Source to Pay
Intelligent Pick Path Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Predictive Demand Sensing on Sparse Tabular Data
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Plan to Fulfill
Predictive Inbound Workload Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Plan to Fulfill
Quality Deviation Prediction in Batch Manufacturing
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Finance
Supplier Risk and Payment Default Prediction
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Governance
Tabular Foundation Model for Financial Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Unified Customer 360 for AI-Driven Sales Insights
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Governance
Unified Data Fabric for Agentic AI Decisioning
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM · Lead to Cash
AI-Driven Productivity Agents for HR Processes
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 4 May 2026
IDP + LLM · Source to Pay
Automated Supplier Invoice Data Extraction and Coding
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 4 May 2026
LLM · Finance
Autonomous Joule Agents for Procurement Workflows
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Governance
Business Data Cloud Insights for Decision Support
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 4 May 2026
LLM · Lead to Cash
Cross-LoB Joule Agent Orchestration for Order Management
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 4 May 2026
LLM · Lead to Cash
Generative AI Job Description and Candidate Screening
Potential: HighEffort: LowSource: community.sap.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
Generative AI Sales Order Creation with Joule
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 4 May 2026
LLM · Governance
Joule Copilot for Cross-System Enterprise Tasks
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 4 May 2026
Machine Learning · Lead to Cash
Late Payment and Customer Credit Risk Prediction
Potential: HighEffort: LowSource: sap.com (opens in a new tab) · added 4 May 2026
LLM · Governance
Agent-Driven Master Data Governance Workflows
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Governance
Agentic AI for ABAP Code Generation and Refactoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Source to Pay
Agentic AI for SAP Exception Management
Potential: HighEffort: MediumCompliance-relevantSource: community.sap.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
AI Agent Orchestration for Cross-Process Automation
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Governance
AI Copilot for ERP Operations Decision Support
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Finance
AI-Assisted Custom Extension Development
Potential: MediumEffort: LowSource: 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.
