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
701 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 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
Context-Enriched Exception Alert Routing
Potential: HighEffort: MediumSource: ifactoryapp.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Demand Forecasting for Perishable Food Goods
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Dynamic Credit Risk Scoring
Potential: HighEffort: MediumSource: thenextweb.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Early Buying Pattern Detection for Retail
Potential: HighEffort: MediumSource: market.us (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
HCP Engagement Next-Best-Action Recommendations
Potential: MediumEffort: MediumSource: mordorintelligence.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Integrated Genomic-Clinical Data Analysis for Cohort Identification
Potential: HighEffort: HighSource: trinetx.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Order Reliability Prediction and Fulfillment Optimization
Potential: HighEffort: MediumSource: savictech.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Personalized Nutrition Product Recommendation
Potential: HighEffort: HighSource: nature.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Predictive Demand and Production Planning
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Predictive Maintenance Orchestration
Potential: HighEffort: HighSource: intellectyx.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Predictive Process Analytics for Pharma Manufacturing
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Production Bottleneck Detection and Optimization
Potential: HighEffort: MediumSource: intellectyx.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Real-Time Defect Classification and Root Cause Hints
Potential: HighEffort: MediumSource: ifactoryapp.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
SME Credit Risk Scoring with Alternative Data
Potential: HighEffort: MediumSource: brookings.edu (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Territory Sales Variance Root Cause Analysis
Potential: HighEffort: MediumSource: tellius.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI Demand Forecasting for Retail Replenishment
Potential: HighEffort: MediumSource: biztechmagazine.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
AI Ticket Classification and Routing in ITSM
Potential: HighEffort: LowSource: atomicwork.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
AI-Based Demand Forecasting for Production Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Credit Risk Assessment
Potential: MediumEffort: MediumSource: a16z.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Energy Consumption Forecasting
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
AI-Powered Inventory Optimization and Demand Forecasting
Potential: HighEffort: MediumSource: softco.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
AI-Powered Product Recommendation Engines
Potential: HighEffort: MediumSource: snsinsider.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Cash Application Automation with ML
Potential: HighEffort: LowSource: everworker.ai (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Customer Churn Prediction After Service Incidents
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 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
231 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.
