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
LLM · Lead to Cash
Self-Service Support Enablement via AI Assistant
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Sovereign Cloud GenAI for Regulated Industries
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM · Finance
Supplier Contract Clause Analysis
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
Tour Logistics and Route Optimization
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Agentic Commerce Storefront MCP Server
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Agentic Commerce via Storefront MCP Server
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Agentic Long-Term Memory for Enterprise AI Agents
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
AI Applicant Screening in SuccessFactors Recruiting
Potential: HighEffort: LowSource: community.sap.com (opens in a new tab) · added 3 Aug 2026
IDP + LLM · Source to Pay
AI-Accelerated Contract Review in Procurement
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Plan to Fulfill
AI-Assisted Manufacturing Issue Description Generation
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Demand and Inventory Planning for Retail
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Finance
AI-Driven Process Observability and Bottleneck Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
AI-Driven Vehicle Identifier Capture for Automotive Inspection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
AI-Generated Product Content for Omnichannel Catalogs
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Plan to Fulfill
AI-Native Retail Demand Forecasting
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
IDP + LLM · Lead to Cash
AI-Powered Lead-to-Cash Sales Order Automation
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
AI-Powered Process Deviation Root Cause Analysis
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Powered Product Recommendations for B2B Commerce
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Idea to Market
AI-Ready Product Catalog Enrichment
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Anomaly Detection in Container Movement
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Governance
Automated Knowledge Graph Generation from Metadata
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Autonomous Asset and Site Inspection in Hazardous Environments
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM
Autonomous Production Order Validation and Release
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Conversational AI Assistant for B2B Self-Service Ordering
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 3 Aug 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.
