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
2,494 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 + Analytics · Finance
Automated Vendor Negotiation Fact-Pack Generation
Potential: HighEffort: MediumSource: bcg.com (opens in a new tab) · added 27 Jul 2026
LLM · Finance
Autonomous Purchase Requisition to PO Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM · Plan to Fulfill
Batch Release Deviation Triage in Pharma
Potential: HighEffort: MediumSource: veeva.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Finance
Cloud-Based Quality Intelligence Analytics
Potential: HighEffort: MediumSource: manilatimes.net (opens in a new tab) · added 27 Jul 2026
IDP + LLM · Finance
Complex Contract Clause Extraction and Risk Review
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
Computer Vision · Plan to Fulfill
Computer Vision Visual Quality Inspection
Potential: HighEffort: MediumSource: landing.ai (opens in a new tab) · added 27 Jul 2026
LLM · Source to Pay
Contract Clause Extraction and Review
Potential: HighEffort: MediumSource: icertis.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Conversational AI Shopping Assistant
Potential: HighEffort: MediumSource: axios.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Conversational Commerce Chatbot for Customer Service
Potential: HighEffort: MediumSource: triplewhale.com (opens in a new tab) · added 27 Jul 2026
LLM · Governance
Copilot-Joule Integration for Cross-System Workflow Automation
Potential: HighEffort: MediumSource: azure.microsoft.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
Demand Forecasting for Ecommerce Inventory
Potential: HighEffort: MediumSource: triplewhale.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Finance
Demand Forecasting for Vessel Component Procurement
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 27 Jul 2026
Optimization · Lead to Cash
Dynamic Delivery Route Optimization
Potential: HighEffort: MediumSource: business.cornell.edu (opens in a new tab) · added 27 Jul 2026
Machine Learning · Lead to Cash
Dynamic Pricing and Promotion Optimization
Potential: HighEffort: MediumSource: sintec.com (opens in a new tab) · added 27 Jul 2026
Optimization · Source to Pay
Dynamic Pricing Optimization for Online Retail
Potential: HighEffort: MediumSource: triplewhale.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
GenAI Assortment Planning and Merchandising
Potential: HighEffort: MediumSource: deloitte.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Governance
Generative AI Assistant for Financial Close
Potential: HighEffort: MediumSource: deloitte.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Generative AI Customer Service Agent Assist
Potential: HighEffort: MediumSource: customerexperiencedive.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Generative AI Personalized Product Recommendations
Potential: HighEffort: MediumSource: factored.ai (opens in a new tab) · added 27 Jul 2026
Machine Learning · Governance
Goods Receipt / Invoice Receipt Reconciliation
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 27 Jul 2026
Computer Vision · Plan to Fulfill
Hidden Internal Defect Anomaly Detection
Potential: HighEffort: MediumSource: manilatimes.net (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Hyper-Personalized Customer Engagement
Potential: HighEffort: MediumSource: forbes.com (opens in a new tab) · added 27 Jul 2026
Computer Vision · Plan to Fulfill
Inline Vision-Based Quality Monitoring
Potential: HighEffort: MediumSource: snowflake.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Intelligent Customer Order Triage Agent
Potential: HighEffort: MediumSource: aws.amazon.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
391 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.
