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
2,494 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
Computer Vision · Lead to Cash
Computer Vision Safety Monitoring in Plants
Potential: HighEffort: MediumSource: ifactoryapp.com (opens in a new tab) · added 19 Oct 2026
Computer Vision · Plan to Fulfill
Computer Vision Shop-Floor Quality Inspection
Potential: HighEffort: MediumSource: arcweb.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Lead to Cash
Continuous AI Agent Quality Monitoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Continuous Business Performance Monitoring and Explanation
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
Conversational AI Assistant for Taxpayers
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Finance
Cross-Functional Material Conflict Resolution
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 19 Oct 2026
Optimization · Plan to Fulfill
Demand-Driven Inventory Placement Optimization
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Demand-Driven Material Requirements Planning
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Digital Risk Assessment and Dual Sourcing Activation
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 19 Oct 2026
Computer Vision · Plan to Fulfill
Display Panel Surface Defect Classification
Potential: HighEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Finance
Embedded Payment Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Governance
Enterprise Gen AI ROI Measurement Dashboard
Potential: HighEffort: MediumSource: knowledge.wharton.upenn.edu (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Plan to Fulfill
Epidemiological Signal Integration for Demand Sensing
Potential: HighEffort: MediumSource: scmr.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Source to Pay
Expense Fraud and Policy Violation Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Idea to Market
Finite Capacity Planning with Scenario Modeling
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Recruit to Retire
Forecast Value Add Analysis with AI Agents
Potential: HighEffort: MediumSource: scmr.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
Gen AI Adoption Governance and Policy Assistant
Potential: HighEffort: MediumSource: knowledge.wharton.upenn.edu (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Gen AI Pilot-to-Production Prioritization Engine
Potential: HighEffort: MediumSource: knowledge.wharton.upenn.edu (opens in a new tab) · added 19 Oct 2026
LLM · Finance
Generative AI Retail Customer Service Assistant
Potential: HighEffort: MediumSource: econsultancy.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
Hyper-Personalized Employee Experience Assistant
Potential: HighEffort: MediumSource: tcs.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Intelligent Employee Data Migration Validation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
IDP + LLM · Finance
Intelligent Invoice Matching and Exception Handling
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Intelligent Lead Generation and Nurturing Sequencing
Potential: HighEffort: MediumSource: mckinsey.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Source to Pay
Intelligent Supplier Risk and Performance Monitoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 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
391 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.
