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
184 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 · Recruit to Retire
AI Dynamic Pricing for Consumer Goods
Potential: HighEffort: MediumSource: indatalabs.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Based Demand Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Driven Demand and Inventory Planning
Potential: HighEffort: MediumSource: community.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Driven Sales and Demand Insights
Potential: HighEffort: MediumSource: microsoft.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Powered Demand Forecasting
Potential: HighEffort: MediumSource: ibm.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
Demand Forecasting for Industrial Sensors
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
Personalized Customer Success Recommendations
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
LLM · Recruit to Retire
Policy-Based AI Agent Tool Authorization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
Predictive Patient Readmission Risk Scoring
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 9 Nov 2026
IDP + LLM · Recruit to Retire
SOW Document Extraction and Risk Classification
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Recruit to Retire
AI-Driven Pattern Detection in Consumer Behavior
Potential: HighEffort: MediumSource: impactanalytics.ai (opens in a new tab) · added 2 Nov 2026
Machine Learning · Recruit to Retire
AI-Enhanced Retail Visit Planning and Execution
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Recruit to Retire
Demand Forecasting for Semiconductor and Data Center Growth
Potential: HighEffort: MediumSource: deloitte.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Recruit to Retire
Demand Sensing for Short-Term Replenishment
Potential: HighEffort: MediumSource: perimattic.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Recruit to Retire
Fit-to-Standard Process Gap Analysis
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Recruit to Retire
Internal Talent Mobility Matching
Potential: HighEffort: MediumSource: workhuman.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Recruit to Retire
Shelf Availability and Promotion Compliance Monitoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Recruit to Retire
Skills-Based Internal Talent Matching
Potential: HighEffort: MediumSource: youtube.com (opens in a new tab) · added 2 Nov 2026
LLM · Recruit to Retire
AI-Powered Roleplay Simulations for Certification Readiness
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Recruit to Retire
Anomaly Detection in Process Sensor Data
Potential: HighEffort: MediumSource: automation.com (opens in a new tab) · added 26 Oct 2026
LLM · Recruit to Retire
Conversational AI Tutor for Skill Coaching
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Recruit to Retire
Decision-Centric Demand Forecasting for Retail
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 26 Oct 2026
Machine Learning · Recruit to Retire
Predictive Demand Forecasting for Flexible Supply Chain
Potential: HighEffort: MediumSource: eu.36kr.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Recruit to Retire
Probabilistic Demand Forecasting with Scenario Simulation
Potential: HighEffort: MediumSource: digitalapplied.com (opens in a new tab) · added 26 Oct 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
77 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.
