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
Predictive Demand Forecasting for Connectivity Products
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Predictive Integration Failure Analysis
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Sulfuric Acid Plant Equipment
Potential: HighEffort: MediumSource: globenewswire.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Acoustic and Vibration-Based Predictive Maintenance
Potential: HighEffort: MediumSource: futuremarketinsights.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
AI Agent Performance Monitoring via Agent Mining
Potential: HighEffort: HighSource: kpmg.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
AI Governance and Model Risk Monitoring
Potential: HighEffort: HighSource: marketscale.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
AI-Assisted Opportunity Scoring and Next Best Action
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Lead Scoring and Qualification
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Cost-Efficient Forecast Inference Operations
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Cost-Optimized Speech-to-Text Transcription for Contact Centers
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Dynamic Chip Pricing Optimization
Potential: MediumEffort: MediumSource: deloitte.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Dynamic Time Fence Adjustment via ML
Potential: MediumEffort: MediumSource: diginomica.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Multi-AZ High Availability for AI Model Inference
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Parallel Multi-Model Inference for Manufacturing Operations
Potential: MediumEffort: HighSource: blogs.oracle.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Predictive Asset Maintenance for Chemical Plants
Potential: HighEffort: MediumSource: globenewswire.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Predictive Defect Analytics from Inspection Data
Potential: MediumEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Remaining Useful Life Prediction for Equipment
Potential: HighEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Supply Chain Reinvention with Process Intelligence
Potential: HighEffort: HighSource: kpmg.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
Machine Learning · Lead to Cash
Adaptive Robotic Pick-and-Place Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Talent Matching and Internal Mobility
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Lead to Cash
AI-Enabled Predictive Maintenance for Process Equipment
Potential: HighEffort: MediumSource: fortunebusinessinsights.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Lead to Cash
Attrition Risk Prediction and Retention Insights
Potential: HighEffort: MediumSource: tcs.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Lead to Cash
Autonomous Post-Migration Operations Monitoring
Potential: HighEffort: MediumSource: aws.amazon.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
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.
