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
2,494 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 · Plan to Fulfill
Predictive Maintenance for Energy-Intensive Assets
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 5 Oct 2026
Machine Learning · Plan to Fulfill
Predictive Quality Deviation Detection in Manufacturing
Potential: HighEffort: MediumSource: pwc.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Governance
Process Context Extraction from ERP Event Logs
Potential: HighEffort: MediumSource: erp.today (opens in a new tab) · added 5 Oct 2026
Optimization · Lead to Cash
Production Scheduling Optimization for Energy Efficiency
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Real-Time Inventory and Pricing Synchronization for AI Agents
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Source to Pay
Real-Time Next-Best-Action Recommendations
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Governance
Regulatory Change Intelligence and Impact Analysis
Potential: HighEffort: MediumSource: pwc.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Recruit to Retire
Sales Forecast Prediction and Deal Slippage Detection
Potential: HighEffort: MediumSource: dealhub.io (opens in a new tab) · added 5 Oct 2026
Machine Learning · Plan to Fulfill
Scheduled Quality Incident Monitoring Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Lead to Cash
Segment-Level Personalized Offer Generation
Potential: HighEffort: MediumSource: leafio.ai (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Subscription Churn Prediction and Renewal Automation
Potential: HighEffort: MediumSource: dealhub.io (opens in a new tab) · added 5 Oct 2026
IDP + LLM · Finance
Touchless Invoice Processing with IDP
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Finance
Voice-Based Conversational AI for Customer Support
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Lead to Cash
Workforce Analytics and Scenario Modeling
Potential: HighEffort: MediumSource: boomi.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Lead to Cash
Agent-Based Order Exception Handling
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
LLM · Lead to Cash
Agentic AI Candidate Screening and Shortlisting
Potential: HighEffort: MediumSource: aol.com (opens in a new tab) · added 28 Sept 2026
Machine Learning · Lead to Cash
Agentic AI Demand Forecasting for Holiday Season
Potential: HighEffort: MediumSource: uschamber.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Lead to Cash
Agentic AI for IT Incident Triage and RCA
Potential: HighEffort: MediumSource: lmteq.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Lead to Cash
Agentic AI Personalized Product Recommendations
Potential: HighEffort: MediumSource: uschamber.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Lead to Cash
Agentic Building Diagnostics via Natural Language
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM · Finance
Agentic Coding Assistant for ERP Extensions
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
IDP + LLM · Finance
Agentic Invoice Matching and Resolution
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
LLM · Lead to Cash
Agentic Workflow Automation for Hire-to-Retire
Potential: HighEffort: MediumSource: biztechmagazine.com (opens in a new tab) · added 28 Sept 2026
LLM · Finance
AI Agent for Customer Service Automation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 28 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 in this selection
391 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.
