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
287 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 · Lead to Cash
Agent-Based Production Anomaly Response
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM · Finance
Agent-to-Agent Orchestration Across ERP Workflows
Potential: MediumEffort: HighSource: community.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Governance
Deferred Tax Asset Utilization Forecasting
Potential: MediumEffort: HighSource: nokia.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Idea to Market
Edge AI Inference for Resilient Plant Operations
Potential: MediumEffort: HighSource: shopify.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
Edge-Based Real-Time Asset Condition Monitoring
Potential: MediumEffort: HighSource: nature.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
Federated Learning for Privacy-Preserving Biomedical Model Training
Potential: MediumEffort: HighSource: nature.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Finance
File-Based Tool Context for Long-Running Agent Workflows
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
Optimization · Lead to Cash
Quota and Territory Optimization
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Computer Vision · Finance
Returns Prediction and Processing Automation
Potential: MediumEffort: HighSource: openskygroup.com (opens in a new tab) · added 9 Nov 2026
LLM · Lead to Cash
Agentic Sales Assistant for Quote and Order Generation
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
AI-Guided Autonomous Mobile Robots in Production
Potential: MediumEffort: HighSource: inventiva.co.in (opens in a new tab) · added 2 Nov 2026
Machine Learning · Plan to Fulfill
Automated Fleet-Wide Model Retraining Orchestration
Potential: MediumEffort: HighSource: aws.amazon.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
Optimization · Lead to Cash
Digital Twin Simulation for Production Planning
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Edge-Native Decision Support for Mission-Critical Operations
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Multi-Account Control Plane for AI Governance
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM · Recruit to Retire
Multi-Tenant Managed UI Testing Service
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Process Mining-Grounded Agent Guardrails
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Plan to Fulfill
Thermal and X-Ray Imaging Defect Detection
Potential: MediumEffort: HighSource: inventiva.co.in (opens in a new tab) · added 2 Nov 2026
Computer Vision · Lead to Cash
Vision-Assisted Robotic Assembly
Potential: MediumEffort: HighSource: startus-insights.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Agent-Based Procurement Insights and Decision Support
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
AI Agent Governance and Monitoring
Potential: MediumEffort: HighSource: cio.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Plan to Fulfill
AI-Assisted S&OP and Integrated Business Planning
Potential: MediumEffort: HighSource: pigment.com (opens in a new tab) · added 26 Oct 2026
Optimization · Plan to Fulfill
B2B Quote and Pricing Optimization
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 26 Oct 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
99 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.
