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
Showing all 5,390 use cases. 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.
Latest additionsnewest first
LLM
Intelligent BOM Search and Component Reuse
Potential: MediumEffort: MediumSource: stocktitan.net (opens in a new tab) · added 20 Jul 2026
IDP + LLM · Finance
Intelligent Contract Document Extraction
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
LLM + Analytics
Intelligent Regulatory Reporting Automation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Recruit to Retire
Intelligent Sales Opportunity Scoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Recruit to Retire
Intermittent Demand Prediction for Long-Tail SKUs
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 20 Jul 2026
IDP + LLM · Finance
LLM Extraction of Safety Data Sheets
Potential: MediumEffort: LowSource: affinda.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
Multi-Agent Orchestration for Sales Pipeline
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
Personalized Outbound Email Generation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
Computer Vision · Plan to Fulfill
Physical AI for Warehouse Automation
Potential: HighEffort: HighSource: google.com (opens in a new tab) · added 20 Jul 2026
Optimization · Idea to Market
Physics-Informed Process Optimization
Potential: HighEffort: HighSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
LLM + Analytics · Governance
Predictive Cash Flow Planning for Procurement Peaks
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Predictive Customer Churn Scoring
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Chemical Assets
Potential: HighEffort: HighSource: marketstatsinsight.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Refining Equipment
Potential: HighEffort: MediumSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
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 + Analytics · Source to Pay
Prescriptive Customer Engagement Guidance
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Recruit to Retire
Prospect Intent Classification
Potential: HighEffort: MediumSource: aws.amazon.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
Computer Vision · Lead to Cash
Retail Shelf Monitoring and Planogram Compliance
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
Retrieval-Augmented Customer Insight Synthesis
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 20 Jul 2026
IDP + LLM · Lead to Cash
Sales Order Automation from Emails and PDFs
Potential: HighEffort: MediumSource: apollo.io (opens in a new tab) · added 20 Jul 2026
LLM · Recruit to Retire
Secure Governance for LLM Access to Enterprise Data
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Governance
Sensor-Based Anomaly Detection in Process Plants
Potential: HighEffort: MediumSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
Optimization · Plan to Fulfill
Spare Parts Inventory Optimization
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 20 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
499 distinct sources.
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.
