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 · Finance
Demand Forecasting for Procurement
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Demand Forecasting for Production Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Demand Forecasting with Generative Insights
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Demand Forecasting with Machine Learning
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Demand Sensing for Kirana Store Replenishment
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Domain-Specific Digital Workers for HR Workflows
Potential: HighEffort: MediumSource: theaieconomy.substack.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Dynamic Credit Scoring for Kirana Financing
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Recruit to Retire
Dynamic Price and Promotion Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
Dynamic Ticket Pricing Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Governance
Embedded Financial Close Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Governance
End-to-End Data Pipeline Observability with AI
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Enterprise AI Agents Across SAP and Salesforce
Potential: HighEffort: MediumSource: techrepublic.com (opens in a new tab) · added 10 Aug 2026
LLM · Source to Pay
Enterprise Knowledge Assistant with RAG
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Governance
Financial Close Anomaly Investigation Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
GenAI Customer Service Agent for Complaint Triage
Potential: HighEffort: MediumSource: leewayhertz.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Generative AI Deviation and CAPA Drafting
Potential: HighEffort: MediumSource: ispe.org (opens in a new tab) · added 10 Aug 2026
LLM · Finance
Human-in-the-Loop Approval for High-Value AI Agent Actions
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
IDP + LLM · Recruit to Retire
Intelligent Extraction of Clinical Study Data
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Acquire to Decommission
Intelligent Store Associate Copilot
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
Machine Learning
Internal Mobility Matching and Career Pathing
Potential: HighEffort: MediumSource: stocktitan.net (opens in a new tab) · added 10 Aug 2026
IDP + LLM · Finance
Joule Agent for Automated Invoice Processing
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Joule Agent for Dispute Resolution in Receivables
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Joule Agent for Field Service Incident Triage
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Joule Agent for Sales Quote Generation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 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.
