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
819 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
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
Optimization · Finance
Energy and Resource Consumption Optimization
Potential: MediumEffort: MediumSource: pharmaphorum.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 + Analytics · Plan to Fulfill
Multi-Dataset Production and Quality Insight Querying
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Source to Pay
Pay-Per-Use API and Service Consumption by Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Production Process Conformance Checking
Potential: MediumEffort: MediumSource: money.rediff.com (opens in a new tab) · added 11 May 2026
RPA + AI · Finance
Real-Time ERP Transaction Synchronization
Potential: MediumEffort: MediumSource: fintechmagazine.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Plan to Fulfill
Trusted Knowledge Curation for AI Agents
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 11 May 2026
LLM · Finance
AI Spend Classification and Contract Intelligence
Potential: MediumEffort: MediumSource: recorded in the knowledge graph · added 4 May 2026
LLM · Lead to Cash
AI-Driven Productivity Agents for HR Processes
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 4 May 2026
Computer Vision
Augmented Reality Worker Assistance
Potential: MediumEffort: MediumSource: forbes.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Finance
Automated Multi-City Trip Comparison and Tradeoff Analysis
Potential: MediumEffort: MediumSource: accountingtoday.com (opens in a new tab) · added 4 May 2026
IDP + LLM · Plan to Fulfill
Clinical Trial Document Intelligence and Extraction
Potential: MediumEffort: MediumSource: ispe.org (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
Demographic Segmentation and Customer Analytics
Potential: MediumEffort: MediumSource: ainvest.com (opens in a new tab) · added 4 May 2026
LLM · Recruit to Retire
End-to-End Meeting and Group Travel Setup
Potential: MediumEffort: MediumSource: accountingtoday.com (opens in a new tab) · added 4 May 2026
Optimization · Finance
Predictive Maintenance Scheduling Optimization
Potential: MediumEffort: MediumSource: im-mining.com (opens in a new tab) · added 4 May 2026
LLM · Governance
QR-Code Enabled Precision Medicine Activation
Potential: MediumEffort: MediumSource: providencejournal.com (opens in a new tab) · added 4 May 2026
Optimization · Lead to Cash
Sustainability Optimization in Production
Potential: MediumEffort: MediumSource: forbes.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
Advanced People Analytics for Workforce Decisions
Potential: MediumEffort: MediumCompliance-relevantSource: hrexecutive.com (opens in a new tab) · added 2 May 2026
LLM · Governance
AI Agent Identity and Access Governance
Potential: MediumEffort: MediumCompliance-relevantSource: ciodive.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
AI Agent Performance Review and KPI Tracking
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
AI Code Generation for Workflow Development
Potential: MediumEffort: MediumSource: businessinsider.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
AI Copilot for Product Lifecycle Management
Potential: MediumEffort: MediumSource: manufacturing.net (opens in a new tab) · added 2 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 in this selection
259 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.
