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
251 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 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
Optimization · Plan to Fulfill
Warehouse Slotting and Pick-Path Optimization
Potential: MediumEffort: MediumSource: manh.com (opens in a new tab) · added 27 Jul 2026
Optimization · Lead to Cash
AI-Optimized Production Scheduling
Potential: HighEffort: HighSource: relexsolutions.com (opens in a new tab) · added 20 Jul 2026
Optimization · Idea to Market
Physics-Informed Process Optimization
Potential: HighEffort: HighSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
Optimization · Plan to Fulfill
Spare Parts Inventory Optimization
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 20 Jul 2026
Optimization · Source to Pay
Checkout Queue Prediction and Staffing Optimization
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
Optimization · Finance
Cross-Border Payment Vendor Price Optimization
Potential: MediumEffort: MediumSource: finextra.com (opens in a new tab) · added 13 Jul 2026
Optimization · Recruit to Retire
Dynamic Pricing and Promotion Optimization for Retail
Potential: HighEffort: HighSource: blueyonder.com (opens in a new tab) · added 13 Jul 2026
Optimization · Lead to Cash
Intelligent Field Service Dispatching
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 13 Jul 2026
Optimization · Plan to Fulfill
Safety Stock and Inventory Optimization
Potential: HighEffort: MediumSource: kinaxis.com (opens in a new tab) · added 13 Jul 2026
Optimization · Recruit to Retire
AI-Driven Dynamic Pricing and Promotions
Potential: HighEffort: HighSource: blueyonder.com (opens in a new tab) · added 6 Jul 2026
Optimization · Plan to Fulfill
AI-Enhanced Safety Stock and Inventory Optimization
Potential: HighEffort: MediumSource: o9solutions.com (opens in a new tab) · added 6 Jul 2026
Optimization · Governance
Field Service Dispatch Optimization
Potential: MediumEffort: MediumSource: servicenow.com (opens in a new tab) · added 6 Jul 2026
Optimization · Plan to Fulfill
Transportation Load Building and Route Optimization
Potential: HighEffort: MediumSource: blueyonder.com (opens in a new tab) · added 6 Jul 2026
Optimization · Idea to Market
Yield and Recipe Optimization in Chemicals
Potential: HighEffort: HighSource: basf.com (opens in a new tab) · added 6 Jul 2026
Optimization · Lead to Cash
AI Batch Process Optimization in Specialty Chemicals
Potential: HighEffort: HighSource: growexx.com (opens in a new tab) · added 29 Jun 2026
Optimization · Source to Pay
CBAM Liability Forecasting and Cost Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 29 Jun 2026
Optimization · Lead to Cash
Intelligent Workforce Scheduling and Shift Optimization
Potential: HighEffort: MediumSource: natlawreview.com (opens in a new tab) · added 29 Jun 2026
Optimization · Recruit to Retire
Predictive Ad Bid and Budget Optimization
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 29 Jun 2026
Optimization · Plan to Fulfill
Inventory Optimization with AI
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 22 Jun 2026
Optimization · Lead to Cash
Process Optimization in Chemical Plants
Potential: HighEffort: HighSource: intelecy.com (opens in a new tab) · added 22 Jun 2026
Optimization · Lead to Cash
AI-Powered Production Process Optimization
Potential: HighEffort: MediumSource: helpnetsecurity.com (opens in a new tab) · added 15 Jun 2026
Optimization · Governance
Compensation Recommendation Optimization
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 15 Jun 2026
Optimization · Lead to Cash
Delivery Route and Fleet Optimization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 15 Jun 2026
Optimization · Lead to Cash
Dynamic Pricing and Rating Optimization
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 15 Jun 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
135 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.
