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
AI-Driven Molecular Discovery and Formulation
Potential: HighEffort: HighSource: ibm.com (opens in a new tab) · added 17 Aug 2026
Optimization · Lead to Cash
AI-Driven Production Optimization with Digital Twin
Potential: HighEffort: HighSource: coursera.org (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
AI-Powered Emergency Triage Decision Support
Potential: HighEffort: HighSource: whitecase.com (opens in a new tab) · added 17 Aug 2026
Optimization · Source to Pay
AI-Powered Inventory Availability Optimization
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
Automated Legacy Risk Platform Migration
Potential: HighEffort: HighSource: newsroom.accenture.com (opens in a new tab) · added 17 Aug 2026
Optimization · Lead to Cash
Automated Production Scheduling Optimization
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Autonomous Process Orchestration and Dynamic Decisioning
Potential: HighEffort: HighSource: celonis.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
Cross-System Agent Orchestration via MCP
Potential: HighEffort: HighSource: thenextweb.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Plan to Fulfill
Data Harmonization for Pharma Operations
Potential: HighEffort: HighSource: biopharminternational.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Databricks Integration for Advanced ML Workloads
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
Domain-Specific Foundation Model for BIM Workflows
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
Optimization · Plan to Fulfill
Dynamic Scenario and Trade-off Modeling for Disruptions
Potential: HighEffort: HighSource: mddionline.com (opens in a new tab) · added 17 Aug 2026
LLM · Idea to Market
Generative Design for Manufacturing
Potential: HighEffort: HighSource: fortunebusinessinsights.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Generative Production Planning Optimization
Potential: HighEffort: HighSource: fortunebusinessinsights.com (opens in a new tab) · added 17 Aug 2026
LLM · Governance
Multi-Agent Orchestration for Financial Close
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM · Governance
Multi-Agent Workflow Orchestration for Financial Analysis
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Process Intelligence Graph for AI Agent Grounding
Potential: HighEffort: HighSource: siliconangle.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Governance
Process Intelligence Graph for End-to-End Digital Twin
Potential: HighEffort: HighSource: celonis.com (opens in a new tab) · added 17 Aug 2026
RPA + AI · Finance
Semi-Autonomous Supply Chain Response Actions
Potential: HighEffort: HighSource: mddionline.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Semiconductor Yield Prediction and Optimization
Potential: HighEffort: HighSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
Sovereign LLM Hosting for Regulated Industries
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Supply Chain Disruption Prediction and Response
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Unified Data Fabric for Cross-Domain Analytics
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Unified Supply Chain Data Platform with AI Insights
Potential: HighEffort: HighSource: mddionline.com (opens in a new tab) · added 17 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
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.
