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
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
Automated Incident Summarization for Faster Handovers
Potential: HighEffort: LowSource: reddit.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Automated Incident Ticket Creation from Help Desk Interactions
Potential: HighEffort: LowSource: servicenow.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Automated Model Quality Gating for Visual Inspection
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Automated PHP-to-Java Code Migration Engine
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Plan to Fulfill
Automated QA Health Metrics Reporting
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Automated QA/QC Chromatography Data Analysis
Potential: HighEffort: MediumSource: fortune.com (opens in a new tab) · added 2 Nov 2026
LLM · Governance
Automated Resolution Notes Drafting
Potential: HighEffort: LowSource: servicenow.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Automated Scientific Literature Review and Synthesis
Potential: HighEffort: MediumSource: pharmexec.com (opens in a new tab) · added 2 Nov 2026
IDP + LLM · Source to Pay
Automated Supplier Document Triage and Analysis
Potential: HighEffort: MediumSource: nqc.com (opens in a new tab) · added 2 Nov 2026
LLM · Source to Pay
Automated Test Case Generation for ERP Migration
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Plan to Fulfill
Automated Visual Quality Inspection of Components
Potential: HighEffort: MediumSource: detroitnews.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Autonomous Agent Driven Order Fulfillment
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Governance
Autonomous Agent Orchestration for Finance Close
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Autonomous AI Agents for Enterprise Data Analysis
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Autonomous AI Agents for Incident Resolution
Potential: HighEffort: HighSource: servicenow.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Autonomous Molecule Design and Optimization
Potential: HighEffort: HighSource: pharmexec.com (opens in a new tab) · added 2 Nov 2026
IDP + LLM · Lead to Cash
Autonomous Pharmacovigilance Case Processing
Potential: HighEffort: MediumSource: pharmexec.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Autonomous Procurement Agent Execution
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Autonomous Production Schedule Coordination Agent
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Autonomous Replenishment Planning
Potential: HighEffort: MediumSource: sintec.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Finance
Autonomous Supplier Incident Resolution
Potential: MediumEffort: HighSource: linkedin.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Autonomous Supply Chain Anomaly Detection and Response
Potential: HighEffort: HighSource: linkedin.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Autonomous Vehicle Acquisition Lead Handling
Potential: HighEffort: MediumSource: coxautoinc.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Autonomous Warehouse Robot Orchestration
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 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.
