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
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
Machine Learning · Lead to Cash
Send-Time Optimization for Customer Messaging
Potential: MediumEffort: LowSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
Shadow AI Usage Detection and Governance
Potential: HighEffort: MediumSource: hcamag.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Lead to Cash
Shop Floor Data Harmonization with AI
Potential: MediumEffort: HighSource: leverx.com (opens in a new tab) · added 26 Oct 2026
IDP + LLM · Idea to Market
Structured Product Data Enrichment for AI Discoverability
Potential: HighEffort: MediumSource: axios.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Source to Pay
Supplier Risk Monitoring with LLM Analytics
Potential: MediumEffort: MediumSource: a16z.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
Supply Chain Disruption Detection via Email and Monitoring Analysis
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
Optimization · Plan to Fulfill
Supply Risk and Capacity Scenario Simulation
Potential: HighEffort: MediumSource: pigment.com (opens in a new tab) · added 26 Oct 2026
RPA + AI · Finance
Touchless Three-Way Match Automation
Potential: HighEffort: MediumSource: rolandberger.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Lead to Cash
Unified Demand Forecasting and Validation
Potential: HighEffort: HighSource: pharmaceuticalcommerce.com (opens in a new tab) · added 26 Oct 2026
LLM · Plan to Fulfill
Veterinary Clinical Knowledge Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
Computer Vision · Idea to Market
Vision-Guided Robotics for Assembly
Potential: HighEffort: HighSource: indexbox.io (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Voice-Enabled Order Capture Assistant
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Plan to Fulfill
What-If Financial Impact Analysis for Operations
Potential: MediumEffort: MediumSource: digitalapplied.com (opens in a new tab) · added 26 Oct 2026
Computer Vision · Lead to Cash
3D Vision-Based Precision Assembly Verification
Potential: HighEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Finance
4-Way Matching with Specification Comparison
Potential: HighEffort: MediumSource: ezintegrations.ai (opens in a new tab) · added 19 Oct 2026
IDP + LLM · Lead to Cash
Adaptive Contract Data Extraction for Order Intake
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Lead to Cash
Agent-Based Order Fulfillment Exception Handling
Potential: HighEffort: HighSource: aibusiness.com (opens in a new tab) · added 19 Oct 2026
LLM · Finance
Agent-Driven Budget Validation and Transaction Signing
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
Agentic AI for Autonomous Employee Onboarding
Potential: HighEffort: MediumSource: tcs.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
Agentic AI for Talent Acquisition Workflows
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
LLM · Finance
Agentic AI for Tax Case Handling
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Governance
Agentic Analytics for Self-Service Insights
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
LLM · Plan to Fulfill
Agentic BMR Digitization for Batch Release
Potential: MediumEffort: HighSource: arxiv.org (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Lead to Cash
Agentic Campaign Delivery Workflow Automation
Potential: MediumEffort: HighSource: mckinsey.com (opens in a new tab) · added 19 Oct 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.
