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
Computer Vision · Lead to Cash
Autonomous Safety Monitoring for Leaks and Intrusions
Potential: HighEffort: HighSource: prnewswire.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Autonomous Security Incident Response Agent
Potential: HighEffort: HighSource: fortune.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Biological Foundation Models for Drug Discovery
Potential: HighEffort: HighSource: techrepublic.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Clinical Decision Support via Augmented Intelligence
Potential: HighEffort: HighSource: ama-assn.org (opens in a new tab) · added 10 Aug 2026
Computer Vision · Plan to Fulfill
Computer Vision Visual Inspection for Pharma Lines
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
Demand-Driven Production Planning Optimization
Potential: HighEffort: HighSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Deterministic Agent Orchestration for Quality Deviation Handling
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Digital Twin Optimization for Pharma Manufacturing
Potential: HighEffort: HighSource: techrepublic.com (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
Digital Twin Simulation for Logistics Optimization
Potential: HighEffort: HighSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Embedded AI Agents for Retail Workflow Automation
Potential: HighEffort: HighSource: scmr.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Generative AI for Novel Molecule Discovery
Potential: HighEffort: HighSource: ey.com (opens in a new tab) · added 10 Aug 2026
LLM · Finance
Generative AI for Product Design and Prototyping
Potential: HighEffort: HighSource: techtarget.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Governed AI Agent Orchestration Across ERP
Potential: HighEffort: HighSource: erp.today (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Governed AI Agent Workflow Orchestration
Potential: HighEffort: HighSource: newsroom.servicenow.com (opens in a new tab) · added 10 Aug 2026
LLM · Finance
Governed Autonomous Agents for Invoice Processing
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Joule Agents for Cross-System Process Automation
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Last-Mile Delivery Route Optimization
Potential: HighEffort: HighSource: microsoft.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Policy Debugging Agent for GxP Compliance
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Machine Learning
Predictive Drug Target Identification
Potential: HighEffort: HighSource: google.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Plant Equipment
Potential: HighEffort: HighSource: sapinsider.org (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Process Intelligence Context for AI Agents
Potential: HighEffort: HighSource: celonis.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Process Intelligence-Driven AI Agent Orchestration
Potential: HighEffort: HighSource: processexcellencenetwork.com (opens in a new tab) · added 10 Aug 2026
Optimization · Idea to Market
Process Parameter Optimization for Yield Improvement
Potential: HighEffort: HighSource: medium.datadriveninvestor.com (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
Production Scheduling Optimization
Potential: HighEffort: HighSource: techtarget.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
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.
