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 11 Nov 2026 · 883 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
Showing all 5,390 use cases. 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.
Latest additionsnewest first
LLM + Analytics · Lead to Cash
Conversational HR Workforce Analytics
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Lead to Cash
Conversational Q&A for Technical Tool Documentation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Finance
Conversational Self-Service Business Intelligence
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Finance
Conversational Spend Analytics Across Procurement Data
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Plan to Fulfill
Conversational Warehouse Operations Assistant
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM · Lead to Cash
Cost-Optimized VLM Inference Deployment
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
Machine Learning · Finance
Cross-Source Procurement Spend Intelligence
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Customer Churn and Credit Risk Scoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Customer Credit Risk Scoring via Tabular Models
Potential: HighEffort: MediumSource: techcrunch.com (opens in a new tab) · added 11 May 2026
LLM · Recruit to Retire
Decision Calibration Framework for AI Usage
Potential: MediumEffort: LowSource: sloanreview.mit.edu (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Deviation and CAPA Root Cause Analysis
Potential: HighEffort: MediumSource: pharmaphorum.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Employee Attrition and Workforce Planning Prediction
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Employee Attrition Prediction with Explainable AI
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Finance
End-to-End Procure-to-Pay AI Automation
Potential: HighEffort: HighSource: fintechmagazine.com (opens in a new tab) · added 11 May 2026
Optimization · Finance
Energy and Resource Consumption Optimization
Potential: MediumEffort: MediumSource: pharmaphorum.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Federated Data Access for Production Planning Agents
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM · Lead to Cash
Generative AI Customer Support Copilot
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Generative AI Experiment Tracking and Observability
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Finance
Generative AI for Brand Strategy Scenario Analysis
Potential: MediumEffort: LowSource: sloanreview.mit.edu (opens in a new tab) · added 11 May 2026
LLM · Finance
Generative AI for Clinical Trial Protocol Authoring
Potential: HighEffort: HighSource: reports.weforum.org (opens in a new tab) · added 11 May 2026
LLM · Plan to Fulfill
Generative AI for Deviation Management
Potential: HighEffort: HighSource: ispe.org (opens in a new tab) · added 11 May 2026
LLM · Idea to Market
Generative AI for Toy Product Design and Concepting
Potential: HighEffort: MediumSource: cnbc.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Governed AI Agent Orchestration with Audit Trails
Potential: MediumEffort: HighSource: businesswire.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Governed AI Workflow Execution with Audit Trails
Potential: MediumEffort: HighSource: markets.ft.com (opens in a new tab) · added 11 May 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
499 distinct sources.
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.
