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
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 + Analytics · Governance
Contextual AI Recommendations for Process Optimization
Potential: MediumEffort: MediumSource: processexcellencenetwork.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
Contextual Knowledge Retrieval for Support Engineers
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Source to Pay
Contract Clause Extraction and Analysis
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
IDP + LLM · Finance
Contract Clause Extraction and Risk Review
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
IDP + LLM · Source to Pay
Contract Review and Clause Extraction
Potential: HighEffort: LowSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Recruit to Retire
Conversational AI for Employee Services
Potential: HighEffort: LowSource: stocktitan.net (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 + Analytics · Finance
Conversational Process Analysis and Insights
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Governance
Conversational Process Compliance Checking
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
Conversational Process Insights via GenAI
Potential: HighEffort: LowSource: celonis.com (opens in a new tab) · added 10 Aug 2026
LLM · Source to Pay
Conversational Travel Booking and Expense Agent
Potential: HighEffort: MediumSource: techrseries.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
Computer Vision · Plan to Fulfill
Counterfeit Product Detection in Distribution
Potential: MediumEffort: MediumSource: google.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
Machine Learning · Plan to Fulfill
Customer Churn Prediction and Retention
Potential: MediumEffort: MediumSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
Data Fabrication Prevention in Financial Reporting Agents
Potential: HighEffort: 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 · Recruit to Retire
Demand Forecasting and Inventory Optimization
Potential: HighEffort: MediumSource: techtarget.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 · Finance
Demand Forecasting for Procurement
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
Machine Learning · Lead to Cash
Demand Forecasting with Machine Learning
Potential: HighEffort: MediumSource: google.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
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.
