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
158 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
LLM · Governance
Agent Lifecycle Governance and Monitoring
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Agent-Driven Financial Close Acceleration
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM · Governance
Agentic Financial Close Reasoning with Claude
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
AI-Driven Financial Close Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
AI-Powered Internal Talent Mobility Matching
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
AI-Supported Legacy Data Migration to Cloud ERP
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Automated Supplier Risk Scoring
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Autonomous Carbon Emissions Data Collection and Reporting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
Autonomous Compensation Planning Recommendations
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
Autonomous Financial Close Acceleration
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
Autonomous Financial Close Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
Autonomous Process Discovery and Mining
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Conversational Analytics on SAP Business Data Cloud
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Conversational Analytics with Joule on Business Data Cloud
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Governable Financial Close Orchestration Agent
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Governed AI Agent Platform for Enterprise Workflows
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM · Governance
Intelligent Schema Mapping for ERP Transformation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Joule Agent for Financial Close Acceleration
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
Predictive Cash Flow and Working Capital Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
Predictive Employee Attrition and Retention Insights
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
Predictive Transformation Value Realization
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM · Governance
Sustainability Regulatory Compliance Monitoring
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Unified SAP-AWS Data Foundation for Generative AI
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Governance
Automated Data Quality Anomaly Detection in Master Data
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 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
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.
