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 11 Nov 2026 · 883 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
1,584 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
Unified Customer Data Harmonization for AI Agents
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 18 May 2026
Machine Learning · Lead to Cash
Waste Stream Classification and Reduction Agent
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Finance
Accounts Payable Duplicate Invoice Detection
Potential: HighEffort: LowSource: money.rediff.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Agent Quality Drift Detection and Monitoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
Machine Learning · Recruit to Retire
AI Agent for Personalized Learning Recommendations
Potential: MediumEffort: MediumSource: hrexecutive.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
AI Demand Forecasting for Retail and CPG
Potential: HighEffort: MediumSource: eightgen.ai (opens in a new tab) · added 11 May 2026
Machine Learning · Plan to Fulfill
AI-Driven Clinical Trial Data Quality Validation
Potential: HighEffort: MediumSource: fiercebiotech.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
AI-Driven Consumer Demand Forecasting for Toys
Potential: HighEffort: MediumSource: cnbc.com (opens in a new tab) · added 11 May 2026
Machine Learning · Governance
AI-Driven Security and Risk Response
Potential: HighEffort: HighSource: bakersfield.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
AI-Driven Warehouse Slotting Optimization
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Finance
AI-Powered Cash Application and Payment Matching
Potential: HighEffort: MediumSource: gaviti.com (opens in a new tab) · added 11 May 2026
Machine Learning · Source to Pay
AI-Powered Dynamic Price Optimization
Potential: HighEffort: HighSource: bcg.com (opens in a new tab) · added 11 May 2026
Machine Learning · Governance
Anomaly Detection in Financial Close
Potential: HighEffort: MediumSource: mindbridge.ai (opens in a new tab) · added 11 May 2026
Machine Learning · Plan to Fulfill
Anomaly Detection in Inventory Movements
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Plan to Fulfill
Anomaly Detection in Process Parameters
Potential: HighEffort: MediumSource: pharmaphorum.com (opens in a new tab) · added 11 May 2026
Machine Learning · Finance
Anomaly Detection in Structured ERP Transactions
Potential: HighEffort: MediumSource: techcrunch.com (opens in a new tab) · added 11 May 2026
Machine Learning · Governance
Automated Agent Transaction Reconciliation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 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
Machine Learning · Lead to Cash
Autonomous Security Threat Detection and Response
Potential: HighEffort: HighSource: businesswire.com (opens in a new tab) · added 11 May 2026
Machine Learning · Plan to Fulfill
Causal AI Root Cause Analysis for Production Defects
Potential: HighEffort: HighSource: databricks.com (opens in a new tab) · added 11 May 2026
Machine Learning · Finance
Cross-Source Procurement Spend Intelligence
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Customer Churn and Credit Risk Scoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Customer Credit Risk Scoring via Tabular Models
Potential: HighEffort: MediumSource: techcrunch.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Employee Attrition and Workforce Planning Prediction
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
348 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.
