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 · Governance
AI-Powered Support Ticket Triage and Resolution
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Governance
Anomaly Detection in Financial Postings
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Cloud Acceleration Factory for SAP AI Value Realization
Potential: MediumEffort: MediumSource: azure.microsoft.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Governance
Conversational Dashboard Analytics for Business Users
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
Credit Risk Scoring for B2B Customers
Potential: MediumEffort: MediumSource: highradius.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Data-Driven Production Decision Support
Potential: MediumEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
Embedded Analytics as Monetized Product
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Plan to Fulfill
Emissions Compliance Monitoring and Reporting
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Governance
Journal Entry Anomaly Detection
Potential: MediumEffort: MediumSource: mindbridge.ai (opens in a new tab) · added 27 Jul 2026
LLM · Finance
Multi-Hop Supplier Contract and Policy Q&A
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Multilingual AI Query Validation for CRM
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
Predictive PPE Demand and Inventory Planning
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Finance
Return Fraud and Claim Anomaly Detection
Potential: MediumEffort: MediumSource: signifyd.com (opens in a new tab) · added 27 Jul 2026
LLM · Plan to Fulfill
Root Cause Explanation for Agent Behavior
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Recruit to Retire
Sales Opportunity Scoring and Next-Best-Action
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
Smart Cylinder Tracking and Gas Supply Management
Potential: MediumEffort: MediumSource: klover.ai (opens in a new tab) · added 27 Jul 2026
Computer Vision · Lead to Cash
Visual Search for Product Discovery
Potential: MediumEffort: MediumSource: triplewhale.com (opens in a new tab) · added 27 Jul 2026
Optimization · Plan to Fulfill
Warehouse Slotting and Pick-Path Optimization
Potential: MediumEffort: MediumSource: manh.com (opens in a new tab) · added 27 Jul 2026
Computer Vision · Lead to Cash
Worker Safety Monitoring via Computer Vision
Potential: MediumEffort: MediumSource: snowflake.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Governance
Account Maturity Monitoring and Insights
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
AI Assortment and Personalization for Retail
Potential: MediumEffort: MediumSource: symphonyai.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
AI Guardrails for PHI Protection in Voice Interactions
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
AI-Powered Partner Solution Discovery
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 20 Jul 2026
LLM · Plan to Fulfill
CI/CD Pipeline Integration with Agentic Test Execution
Potential: MediumEffort: MediumSource: aws.amazon.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 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.
