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 11 Nov 2026 · 883 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
2,353 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
Automated Medical Documentation and Coding
Potential: HighEffort: MediumSource: ama-assn.org (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Automated Personalization of Customer Journeys
Potential: HighEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Automated Policy Rule Validation and Refinement
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Automated Root-Cause Analysis for Production Deviations
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Automated Root-Cause Analysis for Production Incidents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
Autonomous Assortment and Pricing Optimization
Potential: HighEffort: HighSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Autonomous HR Case Resolution Agent
Potential: HighEffort: MediumSource: fortune.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Autonomous Level 1 Service Desk Incident Resolution
Potential: HighEffort: MediumSource: theaieconomy.substack.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Autonomous Order Status and Tracking Agent
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 10 Aug 2026
Computer Vision · Lead to Cash
Autonomous Safety Monitoring for Leaks and Intrusions
Potential: HighEffort: HighSource: prnewswire.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Autonomous Sales Quote Closure Agent
Potential: HighEffort: MediumSource: fortune.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Autonomous Security Incident Response Agent
Potential: HighEffort: HighSource: fortune.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Autonomous Vulnerability Resolution and Security Operations
Potential: HighEffort: MediumSource: diginomica.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Biological Foundation Models for Drug Discovery
Potential: HighEffort: HighSource: techrepublic.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Clinical Decision Support via Augmented Intelligence
Potential: HighEffort: HighSource: ama-assn.org (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Cloud Agent Access to Local Developer Tools
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Conversational Ordering Assistant for Small Retailers
Potential: HighEffort: LowSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Cost-Bounded AI Agents for Incident Triage
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Cross-Platform Agent Integration via MCP Server
Potential: MediumEffort: MediumSource: diginomica.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Cumulative Exposure Capping for Credit Decisioning Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Decision Intelligence for Retail Merchandising
Potential: HighEffort: MediumSource: scmr.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Demand Forecasting for Assortment Planning
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
Demand Forecasting for Production Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Lead to Cash
Demand Forecasting with Generative Insights
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 10 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
380 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.
