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
990 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
Edge AI Predictive Maintenance via Vibration and Sound
Potential: HighEffort: HighSource: inventiva.co.in (opens in a new tab) · added 2 Nov 2026
Machine Learning · Finance
Fine-Tuned Edge Models for Solar Asset Monitoring
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM · Finance
Generative AI for Drug Discovery Acceleration
Potential: HighEffort: HighSource: fortune.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Finance
Generative AI for Pharma Drug Discovery
Potential: HighEffort: HighSource: insilico.com (opens in a new tab) · added 2 Nov 2026
LLM · Governance
Governed Multi-Agent Platform for Finance Close Automation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Integrated Business Planning Decision Support
Potential: HighEffort: HighSource: solutionsreview.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Plan to Fulfill
Per-Camera Computer Vision Model Deployment at Edge
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Lead to Cash
Physical AI Robotics for Shop Floor Operations
Potential: HighEffort: HighSource: deloitte.com (opens in a new tab) · added 2 Nov 2026
Optimization · Lead to Cash
Predictive Orchestration of Supply Chain Operations
Potential: HighEffort: HighSource: nqc.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Predictive Supply Chain Disruption Forecasting
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Optimization · Lead to Cash
Production Planning Optimization with AI
Potential: HighEffort: HighSource: solutionsreview.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Plan to Fulfill
Real-Time Production Line Defect Detection
Potential: HighEffort: HighSource: startus-insights.com (opens in a new tab) · added 2 Nov 2026
Optimization · Finance
Resource Optimization for Logistics and Sustainment
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Lead to Cash
Serverless Model Customization Pipeline for Energy Forecasting
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Finance
Unified Data Fabric for Cross-Process Insights
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Lead to Cash
Adaptive Agentic Routing for IoT Monitoring
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
Agentic AI for Automated Process Remediation
Potential: HighEffort: HighSource: siliconangle.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
Agentic AI for Autonomous Merchandising
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Agentic AI Process Governance Platform
Potential: HighEffort: HighSource: processexcellencenetwork.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Agentic Commerce Product Recommendation
Potential: HighEffort: HighSource: axios.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
Agentic FX Rate Optimization for Cross-Border Payments
Potential: HighEffort: HighSource: fxcintel.com (opens in a new tab) · added 26 Oct 2026
LLM · Governance
Agentic Payment Compliance and Sanctions Screening
Potential: HighEffort: HighSource: fxcintel.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Agentic Research Query Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Agentic Workflow Orchestration Across Enterprise Systems
Potential: HighEffort: HighSource: seekingalpha.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
261 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.
