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
819 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
LLM + Analytics · Governance
Conversational Compliance Data Query and Reporting
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
Conversational Employee HR Assistant
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Idea to Market
Conversational Query Interface for Market Research Repository
Potential: MediumEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 20 Jul 2026
LLM + Analytics · Lead to Cash
Cross-Study Customer Segment Comparison
Potential: MediumEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 20 Jul 2026
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
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
LLM + Analytics · Governance
Predictive Cash Flow Planning for Procurement Peaks
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 20 Jul 2026
Computer Vision · Lead to Cash
Vision-Based Equipment Anomaly Detection for Maintenance
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Plan to Fulfill
Visual Quality Inspection via Image Input
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM + Analytics · Lead to Cash
AI-Guided Field Service Territory Configuration
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 13 Jul 2026
LLM + Analytics · Lead to Cash
Automated Dispute Reason Code Classification
Potential: MediumEffort: MediumSource: finextra.com (opens in a new tab) · added 13 Jul 2026
LLM · Recruit to Retire
Autonomous Opportunity Management Assistant
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Finance
Candidate Screening and Matching
Potential: MediumEffort: MediumSource: eightfold.ai (opens in a new tab) · added 13 Jul 2026
Optimization · Source to Pay
Checkout Queue Prediction and Staffing Optimization
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
LLM + Analytics · Lead to Cash
Conversational Inventory and Demand Insights
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Lead to Cash
Credit Scoring and Limit Recommendation
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 13 Jul 2026
Optimization · Finance
Cross-Border Payment Vendor Price Optimization
Potential: MediumEffort: MediumSource: finextra.com (opens in a new tab) · added 13 Jul 2026
LLM · Lead to Cash
Dynamic Case Creator-Processor Pattern for Order Processing
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Source to Pay
Intelligent Payment Method Recommendation
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Governance
Intelligent SAP Data Migration Validation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Finance
Intercompany Reconciliation Anomaly Detection
Potential: MediumEffort: MediumSource: blackline.com (opens in a new tab) · added 13 Jul 2026
LLM · Lead to Cash
Managed Agent Hosting with Integrated Auth
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Plan to Fulfill
Master Data Deduplication and Enrichment
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 13 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
259 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.
