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
990 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 · Lead to Cash
LLM-Assisted Pharmacovigilance Case Processing
Potential: HighEffort: HighSource: lifesciences.transperfect.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Multi-Agent Orchestration for Order Fulfillment
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Finance
Multi-Document Contract and Supplier Intelligence
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Personalized Cross-Functional Engagement Orchestration
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Finance
Predictive Adverse Event Detection in Clinical Trials
Potential: HighEffort: HighSource: pharmaceutical-technology.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Recruit to Retire
Predictive Maintenance for Field Assets
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Acquire to Decommission
Predictive Modeling for Preclinical Safety Assessment
Potential: HighEffort: HighSource: news-medical.net (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Plan to Fulfill
Predictive Supply Network Disruption Detection
Potential: HighEffort: HighSource: supplychaindigital.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Finance
Process Intelligence-Driven AI Action Orchestration
Potential: HighEffort: HighSource: processexcellencenetwork.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Finance
R&D Procurement Cycle Time Reduction
Potential: HighEffort: HighSource: gep.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Robotic Assembly Line Vision Guidance
Potential: HighEffort: HighSource: straitsresearch.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Scenario-Based Supply Chain Forecasting for APIs
Potential: HighEffort: HighSource: dcatvci.org (opens in a new tab) · added 3 Aug 2026
Computer Vision · Plan to Fulfill
Semiconductor Packaging Anomaly Detection
Potential: HighEffort: HighSource: gminsights.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Finance
Supply Chain Cyber Risk Prediction
Potential: HighEffort: HighSource: industrialcyber.co (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Supply Chain Disruption Forecasting
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Governance
Task-Aware Knowledge Compression for Financial Analysis
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Agentic AI for Personalized Shopping Assistance
Potential: HighEffort: HighSource: forbes.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Agentic AI for Resilient Manufacturing Operations
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Agentic AI for Veteran Case Management
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Agentic AI Shopping Assistant for Commerce
Potential: HighEffort: HighSource: triplewhale.com (opens in a new tab) · added 27 Jul 2026
LLM · Finance
Agentic Procurement Workflow Automation
Potential: HighEffort: HighSource: futurumgroup.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
AI-Driven Bill of Materials Generation for Shipbuilding
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
AI-Driven Merchandise Design and Allocation
Potential: HighEffort: HighSource: ciodive.com (opens in a new tab) · added 27 Jul 2026
Optimization · Lead to Cash
AI-Driven Production Capacity Optimization
Potential: HighEffort: HighSource: snowflake.com (opens in a new tab) · added 27 Jul 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
261 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.
