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
LLM + Analytics · Lead to Cash
LLM-Powered Supply Chain Planning Copilot
Potential: MediumEffort: HighSource: arxiv.org (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Multi-Agent Orchestration for Complex Deal Cycles
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Open-Weight LLM Deployment for Enterprise Reasoning
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Agent-Driven ML Infrastructure Operations
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Agentic AI Transition Planning for Students
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
AI-Guided Robotic Assembly Support
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
LLM · Idea to Market
CI/CD-Integrated Documentation Refresh Agent
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Governed LLM Gateway for Developer Code Assistance
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Finance
Model-Driven Planning for Support Workflow Orchestration
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Finance
Multi-Entity Financial Consolidation Automation
Potential: MediumEffort: HighSource: intuit.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Lead to Cash
Observability-Driven Agentic Process Automation
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Governance
Process Forecasting and Simulation for Banking Operations
Potential: MediumEffort: HighSource: cxtoday.com (opens in a new tab) · added 7 Sept 2026
Computer Vision · Lead to Cash
Robotic Hazardous Material Handling in Chemicals
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Lead to Cash
Semantic Context Layer for Agent Decision Support
Potential: MediumEffort: HighSource: startuphub.ai (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Trusted Agent-Based Payment and Settlement
Potential: MediumEffort: HighSource: erp.today (opens in a new tab) · added 7 Sept 2026
Computer Vision · Plan to Fulfill
Agent Tool Discovery for Quality Inspection
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Governance
Agent-Driven Liquidity and Treasury Optimization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Lead to Cash
AI-Accelerated Product Development
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Acquire to Decommission
Cloud-Based Structural Health Monitoring
Potential: MediumEffort: HighSource: futuremarketinsights.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Acquire to Decommission
Complex Capital Equipment Procurement Advisor
Potential: MediumEffort: HighSource: rdworldonline.com (opens in a new tab) · added 31 Aug 2026
Computer Vision
Computer Vision for Asset Inspection
Potential: MediumEffort: HighSource: marketsandmarkets.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Cost-Optimized Speech-to-Text Transcription for Contact Centers
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM · Finance
Cross-Environment Agent Governance for Procurement
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Multi-AZ High Availability for AI Model Inference
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 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
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.
