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
25 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
Agentic AI Marketing Campaign Orchestration
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Retail Media Ad Personalization
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Lead to Cash
Automated A/B Testing and Experimentation
Potential: MediumEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Lead to Cash
Dynamic Audience Segmentation for Retail Media
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 29 Jun 2026
LLM · Lead to Cash
Agentic AI Health Symptom Triage Assistant
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
Agentic AI Personal Shopping Assistant
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for Food and Beverage
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Subscription Upsell for Virtual Care
Potential: MediumEffort: LowSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
ChatGPT-Powered Conversational Shopping
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Discretionary Merchandise Markdown Optimization
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Lead to Cash
Humanoid Robots for Supply Chain Operations
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Mobile-First AI-Enhanced POS
Potential: MediumEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
Agentic AI for Autonomous Customer Service
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Optimization · Lead to Cash
Agentic AI for Autonomous Supply Chain Decisions
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Agentic AI for Dynamic Pricing Optimization
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Agentic AI for Retail Workflow Orchestration
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Agentic AI for Searchless Personalized Shopping
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
AI-Augmented Store Associate Mobile Assistant
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Holiday Sales Trend Prediction
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Inventory Allocation and Replenishment
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Supply Chain Throughput Optimization
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
AI-Powered Deal Discovery for Shoppers
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
End-to-End Digital Customer Journey Analytics
Potential: HighEffort: MediumCompliance-relevantSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Sizing for Online Apparel
Potential: HighEffort: MediumCompliance-relevantSource: chainstoreage.com (opens in a new tab) · added 2 May 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
1 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.
