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 · Acquire to Decommission
AI Infrastructure Capex Forecasting and Planning
Potential: MediumEffort: HighSource: delloro.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI Supply Chain Control Tower for Chemicals
Potential: MediumEffort: HighSource: link.springer.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Plan to Fulfill
AI-Powered Fashion Assortment and Demand Planning
Potential: MediumEffort: HighSource: savictech.com (opens in a new tab) · added 12 Oct 2026
Computer Vision · Plan to Fulfill
Air-Gapped Edge Vision Deployment for Regulated Plants
Potential: MediumEffort: HighSource: roboflow.com (opens in a new tab) · added 12 Oct 2026
LLM · Governance
Context-Aware Developer Assistant at Scale
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
Optimization · Lead to Cash
Data Center Power Capacity Optimization
Potential: MediumEffort: HighSource: delloro.com (opens in a new tab) · added 12 Oct 2026
Optimization · Lead to Cash
Dynamic Pricing Negotiation with Customer Agents
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 12 Oct 2026
LLM · Lead to Cash
Enterprise AI Agent Governance and Lifecycle Management
Potential: MediumEffort: HighSource: australianmining.com.au (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Governance
Explainable AI for Financial Decision Support
Potential: MediumEffort: HighSource: australianmining.com.au (opens in a new tab) · added 12 Oct 2026
Machine Learning · Idea to Market
Humanoid Robot Training via Synthetic Data
Potential: MediumEffort: HighSource: blogs.nvidia.com (opens in a new tab) · added 12 Oct 2026
Optimization · Plan to Fulfill
Integrated Distribution Network Coordination
Potential: MediumEffort: HighSource: market.us (opens in a new tab) · added 12 Oct 2026
Computer Vision · Source to Pay
Satellite Image Analysis for Crop Monitoring
Potential: MediumEffort: HighSource: nature.com (opens in a new tab) · added 12 Oct 2026
Computer Vision · Lead to Cash
Scalable Multi-Line Vision-Based Quality Monitoring
Potential: MediumEffort: HighSource: oxmaint.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Lead to Cash
Third-Party Agent Access Governance
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Lead to Cash
Agentic Checkout and Payment Orchestration
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Finance
AI R&D Copilot for Chemical Formulation
Potential: MediumEffort: HighSource: adi-analytics.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
AI-Driven Patient-Level Order Orchestration
Potential: MediumEffort: HighSource: pwc.com (opens in a new tab) · added 5 Oct 2026
Computer Vision · Lead to Cash
AR Virtual Try-On for Product Recommendation
Potential: MediumEffort: HighSource: leafio.ai (opens in a new tab) · added 5 Oct 2026
LLM · Idea to Market
GPU-Colocated Agent Orchestration for Long-Running Jobs
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM
Human Simulation for Concept Testing
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 5 Oct 2026
LLM · Finance
Low-Latency Procurement Catalog Search Agent
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Multi-Agent Music Production Pipeline
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Persistent Agent Memory for Investment Research
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
Optimization · Governance
AI Capex Investment Prioritization
Potential: MediumEffort: HighSource: citadelsecurities.com (opens in a new tab) · added 28 Sept 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.
