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
LLM · Governance
Tax-Relevant Expense Classification
Potential: MediumEffort: MediumSource: diginomica.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Governance
Vector-Based Anomaly Detection in Financial Transactions
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics
Agent-Based Cloud Resource Rightsizing Recommendations
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM · Source to Pay
Agentic Web Browsing for Supplier Data Collection
Potential: MediumEffort: MediumSource: thenextweb.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
AI Guardrails for Enterprise Agent Safety
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Governance
AI Model Governance and Compliance Monitoring
Potential: MediumEffort: MediumSource: biopharminternational.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Recruit to Retire
AI-Driven Performance Management Insights
Potential: MediumEffort: MediumSource: techtarget.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Source to Pay
AI-Driven Sourcing Event Recommendations
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
Computer Vision · Plan to Fulfill
AI-Enhanced Quality Inspection with Computer Vision
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
AI-Powered Sustainability and Energy Optimization
Potential: MediumEffort: MediumSource: market.us (opens in a new tab) · added 17 Aug 2026
LLM · Plan to Fulfill
Automated Data Cataloging and Metadata Enrichment
Potential: MediumEffort: MediumSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
IDP + LLM · Governance
Automated Regulatory Compliance Document Processing
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Automated Regulatory Compliance Monitoring for AI Systems
Potential: MediumEffort: MediumSource: whitecase.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Cross-Cloud AI Agent Observability and Monitoring
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
RPA + AI · Lead to Cash
Desktop Task Mining for Automation Discovery
Potential: MediumEffort: MediumSource: siliconangle.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
Employee HR Self-Service Agent
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 17 Aug 2026
LLM · Governance
GenAI Regulatory Intelligence for Multi-Region Compliance
Potential: MediumEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Managed JupyterLab Environments for ML Development
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Trigger Systems
Potential: MediumEffort: MediumSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Remote VS Code Access via SSH-over-SSM for ML Workflows
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Finance
Returns Prediction and Prevention
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Supplier Diversification and Sourcing Decision Support
Potential: MediumEffort: MediumSource: rsmus.com (opens in a new tab) · added 17 Aug 2026
IDP + LLM · Recruit to Retire
Supplier Onboarding Document Automation
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Tariff and Trade Compliance Impact Prediction
Potential: MediumEffort: MediumSource: mddionline.com (opens in a new tab) · added 17 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
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.
