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
AI Agent Performance Monitoring via Agent Mining
Potential: HighEffort: HighSource: kpmg.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Idea to Market
AI Agents for Autonomous Production Planning
Potential: HighEffort: HighSource: diginomica.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
AI Governance and Model Risk Monitoring
Potential: HighEffort: HighSource: marketscale.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Plan to Fulfill
AI-Assisted Root Cause Investigation
Potential: HighEffort: HighSource: augmentcode.com (opens in a new tab) · added 31 Aug 2026
Optimization · Idea to Market
AI-Driven Production Yield Optimization
Potential: HighEffort: HighSource: globenewswire.com (opens in a new tab) · added 31 Aug 2026
Optimization · Lead to Cash
AI-Optimized Supply Chain Operations
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
LLM · Finance
Automated Payments Regulatory Compliance Agent
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Optimization · Lead to Cash
Automated Production Plan Optimization with Input Validation
Potential: HighEffort: HighSource: diginomica.com (opens in a new tab) · added 31 Aug 2026
IDP + LLM · Governance
Automated Revenue Recognition and Contract Analysis
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
LLM · Lead to Cash
BFSI Process Optimization with AI Agents
Potential: HighEffort: HighSource: kpmg.com (opens in a new tab) · added 31 Aug 2026
LLM · Finance
Bounded Automated Remediation Execution
Potential: HighEffort: HighSource: augmentcode.com (opens in a new tab) · added 31 Aug 2026
LLM · Governance
Centralized Agent Discovery for Finance Automation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM · Lead to Cash
Custom AI Agent Builder for Business Process Automation
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 31 Aug 2026
Optimization · Lead to Cash
Digital Twin Simulation for Pharma Supply Chain Resilience
Potential: HighEffort: HighSource: sas.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Lead to Cash
GenAI Chip Demand Forecasting and Capacity Planning
Potential: HighEffort: HighSource: deloitte.com (opens in a new tab) · added 31 Aug 2026
LLM · Lead to Cash
Governed Enterprise Action Execution from Claude
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
Computer Vision · Plan to Fulfill
Precision Defect Detection for Semiconductor and Electronics
Potential: HighEffort: HighSource: marketsandmarkets.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
Quantum ML for Predictive Drug Toxicology
Potential: HighEffort: HighSource: sas.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Plan to Fulfill
Silicon Wafer Yield Optimization
Potential: HighEffort: HighSource: deloitte.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
Skill Gap Forecasting for Strategic Workforce Planning
Potential: HighEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Supply Chain Reinvention with Process Intelligence
Potential: HighEffort: HighSource: kpmg.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Adaptive Robotic Pick-and-Place Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Lead to Cash
Agentic AI for Autonomous Business Process Execution
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Lead to Cash
Agentic AI for In-Flight System Fault Diagnosis
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 24 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.
