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
Predictive Maintenance for Petrochemical Assets
Potential: HighEffort: HighSource: theregister.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Acquire to Decommission
Predictive Maintenance for Process Equipment
Potential: HighEffort: HighSource: sap.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Production Planning Scenario Simulation Agent
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
Real-Time Manufacturing Insights with Embedded AI
Potential: HighEffort: HighSource: azure.microsoft.com (opens in a new tab) · added 27 Jul 2026
Optimization · Idea to Market
Real-Time Plant Production Optimization via Remote Control Centers
Potential: HighEffort: HighSource: klover.ai (opens in a new tab) · added 27 Jul 2026
Computer Vision · Plan to Fulfill
Robotic Visual Quality Inspection on Production Lines
Potential: HighEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 27 Jul 2026
LLM · Finance
Specialized Multi-Agent Workflow Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Supply Chain Risk Mitigation Recommendation Agent
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Supply Chain Visibility with Unified SAP Data
Potential: HighEffort: HighSource: snowflake.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Agentic AI Assistant for Controlled Substance Compliance
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM + Analytics · Lead to Cash
Agentic AI for Autonomous Store Operations
Potential: HighEffort: HighSource: microsoft.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
AI Triage of Adverse Event Case Reports
Potential: HighEffort: HighSource: iqvia.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
AI-Driven Product Data Harmonization in PLM
Potential: HighEffort: HighSource: stocktitan.net (opens in a new tab) · added 20 Jul 2026
Optimization · Lead to Cash
AI-Optimized Production Scheduling
Potential: HighEffort: HighSource: relexsolutions.com (opens in a new tab) · added 20 Jul 2026
LLM + Analytics · Lead to Cash
Automated Prospect Discovery and Scoring
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
IDP + LLM · Finance
Automated Real Estate Finance Document Classification and Extraction
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Lead to Cash
Autonomous AI Agents for Retail Operations
Potential: HighEffort: HighSource: blogs.nvidia.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Autonomous Demand and Replenishment Agents
Potential: HighEffort: HighSource: microsoft.com (opens in a new tab) · added 20 Jul 2026
LLM · Finance
Document Reasoning and Evaluation for Loan Underwriting
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Foundation Model for Plant State Prediction
Potential: HighEffort: HighSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
LLM · Idea to Market
Generative Design Recommendations for Product Innovation
Potential: HighEffort: HighSource: stocktitan.net (opens in a new tab) · added 20 Jul 2026
Computer Vision · Plan to Fulfill
Physical AI for Warehouse Automation
Potential: HighEffort: HighSource: google.com (opens in a new tab) · added 20 Jul 2026
Optimization · Idea to Market
Physics-Informed Process Optimization
Potential: HighEffort: HighSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Chemical Assets
Potential: HighEffort: HighSource: marketstatsinsight.com (opens in a new tab) · added 20 Jul 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.
