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 · Lead to Cash
Multi-Agent Code Security Analysis
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Finance
Multi-Entity Financial Consolidation Automation
Potential: MediumEffort: HighSource: intuit.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Multimodal WhatsApp Ordering Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Governance
Natural Language IT Incident Response Automation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Object-Centric Process Mining for Customer Journeys
Potential: HighEffort: HighSource: cxtoday.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Lead to Cash
Observability-Driven Agentic Process Automation
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Optimization · Lead to Cash
Outbound Warehouse Task Orchestration Agent
Potential: HighEffort: MediumSource: erp.today (opens in a new tab) · added 7 Sept 2026
LLM · Governance
Persistent Customer Context Memory for Support Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Personalized Customer Experience at Scale
Potential: HighEffort: MediumSource: prnewswire.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Governance
Personalized Loyalty Messaging Frequency Optimization
Potential: MediumEffort: MediumSource: customerexperiencedive.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Lead to Cash
Personalized Product Recommendations for Athletes
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning
Predictive Asset Health Monitoring Agent
Potential: HighEffort: HighSource: erp.today (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Predictive Cart Abandonment Prevention
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Predictive Demand Forecasting for Connectivity Products
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Predictive Integration Failure Analysis
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Plan to Fulfill
Predictive Inventory Optimization Across Channels
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Sulfuric Acid Plant Equipment
Potential: HighEffort: MediumSource: globenewswire.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Governance
Proactive Incident Prediction from System Logs
Potential: MediumEffort: MediumSource: smartdev.com (opens in a new tab) · added 7 Sept 2026
LLM
Process Consulting Agent for Improvement Recommendations
Potential: HighEffort: MediumSource: cxtoday.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Governance
Process Forecasting and Simulation for Banking Operations
Potential: MediumEffort: HighSource: cxtoday.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Finance
Process Mining-Driven Anomaly Detection
Potential: HighEffort: MediumSource: startuphub.ai (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Production Master Data Agent for Manufacturing
Potential: HighEffort: MediumSource: erp.today (opens in a new tab) · added 7 Sept 2026
LLM · Governance
RAG-Based Ticket Resolution Guidance
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Rapid Prototyping of Robotics Use Cases via AI Jam
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 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.
