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
2,494 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
Machine Learning · Lead to Cash
AI-Assisted Demand and Supply Planning for Agriculture
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.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-Based Demand Forecasting for Supply Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Computer Vision · Plan to Fulfill
AI-Based Pharmaceutical Manufacturing Quality Control
Potential: HighEffort: MediumCompliance-relevantSource: pharmaphorum.com (opens in a new tab) · added 2 May 2026
LLM · Source to Pay
AI-Driven API Specification Generation
Potential: HighEffort: MediumSource: issuewire.com (opens in a new tab) · added 2 May 2026
Machine Learning
AI-Driven Application Fraud Detection in Recruitment
Potential: HighEffort: MediumSource: hrexecutive.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
AI-Driven Candidate Sourcing and Talent Matching
Potential: HighEffort: MediumSource: devdiscourse.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
AI-Driven Cash Flow Visibility and Forecasting
Potential: HighEffort: MediumCompliance-relevantSource: fintechmagazine.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Recruit to Retire
AI-Driven Customer Onboarding Acceleration
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Customer Segmentation and Targeting
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for Agricultural Inputs
Potential: HighEffort: MediumSource: markets.ft.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
AI-Driven Electricity Demand Forecasting for Uranium Procurement
Potential: HighEffort: MediumSource: canadianminingjournal.com (opens in a new tab) · added 2 May 2026
LLM + IDP · Lead to Cash
AI-Driven Employee Onboarding Workflow Automation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Optimization · Governance
AI-Driven Energy Management Optimization
Potential: HighEffort: MediumSource: automationworld.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
AI-Driven Exception Resolution in Logistics
Potential: HighEffort: MediumSource: inboundlogistics.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
AI-Driven Financial Close Acceleration
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
Optimization · Acquire to Decommission
AI-Driven Fleet Maintenance Scheduling Optimization
Potential: HighEffort: MediumSource: forbes.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
Optimization · Plan to Fulfill
AI-Driven Logistics Route Optimization for Cold-Chain
Potential: HighEffort: MediumSource: digitaljournal.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
AI-Driven Master Data Cleansing for ERP
Potential: HighEffort: MediumCompliance-relevantSource: manilatimes.net (opens in a new tab) · added 2 May 2026
Machine Learning
AI-Driven Merchandising and Assortment Optimization
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning
AI-Driven Molecular Modelling and Property Prediction
Potential: HighEffort: MediumSource: pharmaphorum.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
AI-Driven Personalized Sales Engagement
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
AI-Driven Personalized Shopping Recommendations
Potential: HighEffort: MediumCompliance-relevantSource: businessoffashion.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
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.
