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 + Analytics · Lead to Cash
Telemetry-Based Agent Performance Monitoring
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Unified Order and Inventory Data Harmonization
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Governance
Agentic AI ROI Measurement Framework
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 24 Aug 2026
LLM · Recruit to Retire
Agentic AI Test Case Generation for ABAP
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Plan to Fulfill
Agentic Data Quality and Governance Enforcement
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
LLM · Recruit to Retire
AI Learning Tutor for Employee Skilling
Potential: MediumEffort: MediumSource: techtarget.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
AI Payroll Run Analyst Agent
Potential: MediumEffort: MediumSource: techtarget.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Finance
AI Value-Chain Transparency Analytics for Agency Spend
Potential: MediumEffort: MediumSource: mmm-online.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Governance
AI-Driven Industrial Cybersecurity Anomaly Detection
Potential: MediumEffort: MediumSource: fortunebusinessinsights.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Governance
AI-Driven Portfolio Governance for Migration Waves
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
LLM · Finance
AI-Driven SAP Configuration Recommendations
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
AI-Driven Succession Planning Advisor
Potential: MediumEffort: MediumSource: techtarget.com (opens in a new tab) · added 24 Aug 2026
Optimization · Acquire to Decommission
AI-Powered Logistics Route Optimization
Potential: MediumEffort: MediumSource: netsuite.com (opens in a new tab) · added 24 Aug 2026
Optimization · Lead to Cash
AI-Powered Retail Assortment Optimization
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
LLM · Lead to Cash
Autonomous Talent Matching and Onboarding
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Finance
Candidate Sourcing via Agentic Web Search
Potential: MediumEffort: MediumSource: aimultiple.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Lead to Cash
Consumer Sentiment Tracking for AI Adoption
Potential: MediumEffort: MediumSource: thedrum.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Governance
Durable AI Agent Workflows for Financial Close
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Lead to Cash
Generational Segmentation for AI Marketing Campaigns
Potential: MediumEffort: MediumSource: thedrum.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Governance
Guardrailed Agent Spending Controls and Observability
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
LLM · Lead to Cash
HR Agent Access Governance for Employee Services
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Lead to Cash
No-Code Predictive Analytics on Retail Operational Data
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Lead to Cash
Predictive Case Resolution Time Forecasting
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 24 Aug 2026
LLM · Lead to Cash
Secure Agent Discovery of Enterprise Capabilities
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 24 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.
