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
Showing all 5,390 use cases. 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.
Latest additionsnewest first
LLM · Plan to Fulfill
Multi-Turn Claims Investigation Chatbot
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
Optimization · Plan to Fulfill
Network Optimization for Localization and Tariffs
Potential: HighEffort: HighSource: pwc.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Next-Best-Offer Recommendations in Sales
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Lead to Cash
Order Exception Handling Ambient Agent
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Order Promise Reliability Prediction
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Partial Delivery Pattern Detection
Potential: MediumEffort: MediumSource: siliconangle.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Persistent Agent Memory for Investment Research
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Lead to Cash
Policy-Aligned Prompt Optimization for Moderation Quality
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Finance
Portfolio-Wide Contract Analytics via Natural Language
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Post-Acute Referral Matching Optimization
Potential: MediumEffort: MediumSource: jonesday.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Predictive Customer Segmentation and Targeting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Emissions Reduction
Potential: HighEffort: MediumSource: cen.acs.org (opens in a new tab) · added 5 Oct 2026
Machine Learning · Plan to Fulfill
Predictive Maintenance for Energy-Intensive Assets
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 5 Oct 2026
Machine Learning · Recruit to Retire
Predictive Maintenance for Rail Networks
Potential: HighEffort: HighSource: blogs.nvidia.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Plan to Fulfill
Predictive Quality Deviation Detection in Manufacturing
Potential: HighEffort: MediumSource: pwc.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Governance
Process Context Extraction from ERP Event Logs
Potential: HighEffort: MediumSource: erp.today (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Process Intelligence Context Layer for AI Agents
Potential: HighEffort: HighSource: siliconangle.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Governance
Process-Aware Agent Context Layer for Finance Operations
Potential: HighEffort: HighSource: erp.today (opens in a new tab) · added 5 Oct 2026
Optimization · Lead to Cash
Production Scheduling Optimization for Energy Efficiency
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 5 Oct 2026
Computer Vision · Plan to Fulfill
Real-Time Chain-of-Custody Tracking for Cell and Gene Therapies
Potential: HighEffort: HighSource: pwc.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Lead to Cash
Real-Time Inventory and Pricing Synchronization for AI Agents
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Source to Pay
Real-Time Next-Best-Action Recommendations
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Governance
Regulatory Change Intelligence and Impact Analysis
Potential: HighEffort: MediumSource: pwc.com (opens in a new tab) · added 5 Oct 2026
Optimization · Lead to Cash
Robotics and AI for Warehouse Fulfillment
Potential: HighEffort: HighSource: leafio.ai (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
499 distinct sources.
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.
