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 Production Planning Optimization
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
Remote MCP Server for Enterprise AI Integration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Governance
Unified Financial Data Reconciliation with AI
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
Unified Multi-Product Agentic Compliance Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
Agentic AI for SAP Migration Program Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
LLM · Lead to Cash
Agentic Commerce Transaction Initiation
Potential: HighEffort: HighSource: finextra.com (opens in a new tab) · added 13 Jul 2026
IDP + LLM · Plan to Fulfill
Batch Release Review Acceleration
Potential: HighEffort: HighSource: korber-pharma.com (opens in a new tab) · added 13 Jul 2026
LLM + Analytics · Lead to Cash
Bring-Your-Own-Knowledge-Graph for Drug Research
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
Optimization · Recruit to Retire
Dynamic Pricing and Promotion Optimization for Retail
Potential: HighEffort: HighSource: blueyonder.com (opens in a new tab) · added 13 Jul 2026
LLM · Lead to Cash
GraphRAG-Powered Scientific Literature Discovery
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Lead to Cash
Molecule and Formulation Discovery
Potential: HighEffort: HighSource: basf.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Acquire to Decommission
Predictive Maintenance for Manufacturing Assets
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
Computer Vision · Plan to Fulfill
Real-Time Dental X-Ray Quality Verification
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
LLM · Lead to Cash
Secure Multi-Tool Agent Orchestration for Ecommerce
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
LLM + Analytics · Lead to Cash
Semantic Layer for Customer 360 Agentic Queries
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
LLM + Analytics · Governance
Unified Data Lakehouse for AI-Ready Analytics
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
LLM · Lead to Cash
Agentic Commerce Product Discovery via Structured APIs
Potential: HighEffort: HighSource: letsdatascience.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Lead to Cash
AI Agent-Based Infrastructure Monitoring and Incident Handling
Potential: HighEffort: HighSource: macaubusiness.com (opens in a new tab) · added 6 Jul 2026
LLM + Analytics · Plan to Fulfill
AI-Assisted Batch Release in Pharma
Potential: HighEffort: HighSource: mckinsey.com (opens in a new tab) · added 6 Jul 2026
Optimization · Recruit to Retire
AI-Driven Dynamic Pricing and Promotions
Potential: HighEffort: HighSource: blueyonder.com (opens in a new tab) · added 6 Jul 2026
LLM + Analytics · Governance
AI-Driven ERP Workload Modernization Advisory
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 6 Jul 2026
Machine Learning
AI-Driven Real-Time Pricing Decisioning
Potential: HighEffort: HighSource: letsdatascience.com (opens in a new tab) · added 6 Jul 2026
LLM · Finance
Clinical Trial Document Generation
Potential: HighEffort: HighSource: veeva.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Idea to Market
Generative Protein Design and Structure Prediction
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 6 Jul 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
261 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.
