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
402 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 · Recruit to Retire
Sales Opportunity Analysis and Next-Best-Action Recommendation
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
Skill Gap Forecasting for Strategic Workforce Planning
Potential: HighEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 31 Aug 2026
LLM · Recruit to Retire
Skills Inventory Extraction from Employee Artifacts
Potential: MediumEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 31 Aug 2026
Machine Learning · Recruit to Retire
Zero-Shot Weekly Demand Forecasting at Scale
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM · Recruit to Retire
Agent-Augmented Employee Onboarding
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 24 Aug 2026
LLM · Recruit to Retire
Agent-Based Opportunity and Pipeline Management
Potential: HighEffort: MediumSource: salesforce.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
LLM + Analytics · Recruit to Retire
Agentic Discovery of IT Landscape for Migration Planning
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
AI Agent Retraining and Fine-Tuning Automation
Potential: HighEffort: HighSource: sloanreview.mit.edu (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 · Recruit to Retire
AI-Assisted Performance Review Writing
Potential: MediumEffort: LowSource: 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
LLM · Recruit to Retire
Automated Interview Management Agent
Potential: HighEffort: LowSource: techtarget.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
Predictive Fleet Maintenance Recommendation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
Predictive Pharmacy Demand Forecasting
Potential: HighEffort: MediumSource: medcitynews.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Recruit to Retire
Skills Inference and Gap Analysis
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
LLM · Recruit to Retire
AI Agents for HR Administrative Task Automation
Potential: HighEffort: MediumSource: techtarget.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
Machine Learning · Recruit to Retire
AI-Powered Workforce Planning and Forecasting
Potential: HighEffort: MediumSource: techtarget.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Recruit to Retire
Demand Forecasting for Chemical Supply Chain
Potential: HighEffort: MediumSource: ibm.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Recruit to Retire
Early Signal Detection for Margin Protection
Potential: HighEffort: MediumSource: rsmus.com (opens in a new tab) · added 17 Aug 2026
LLM · Recruit to Retire
Job Description Consistency and Architecture Alignment
Potential: MediumEffort: LowSource: pwc.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Recruit to Retire
Real-Time Pricing Elasticity Modeling
Potential: HighEffort: MediumSource: rsmus.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
136 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.
