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
1,584 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 · Plan to Fulfill
Subscription Churn Prediction and Retention
Potential: HighEffort: MediumSource: centredaily.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Subscription-Based Chemical Replenishment Prediction
Potential: MediumEffort: MediumSource: ifactoryapp.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Sustainability KPI Monitoring and Operationalization
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Finance
Three-Way Match Automation with Exception Detection
Potential: HighEffort: MediumSource: precoro.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Plan to Fulfill
Unified Customer Data Consolidation
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Finance
Vendor and CRO Performance Analytics
Potential: MediumEffort: MediumSource: appliedclinicaltrialsonline.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
Workforce Intelligence for Talent Planning
Potential: HighEffort: HighSource: tcs.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Adaptive Resource Control for IT Operations
Potential: MediumEffort: HighSource: australianmining.com.au (opens in a new tab) · added 12 Oct 2026
Machine Learning · Idea to Market
Agent Behavior Anomaly Detection
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
Agent Trust and Accountability Monitoring
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI Credit Risk Scoring for Order-to-Cash
Potential: MediumEffort: MediumSource: recorded in the knowledge graph · added 12 Oct 2026
Machine Learning · Finance
AI Return Fraud Detection in Retail
Potential: HighEffort: MediumSource: cbsnews.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI Sales Forecasting and Lead Scoring
Potential: HighEffort: MediumSource: destinationcrm.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Finance
AI Server Demand Prediction for Procurement
Potential: HighEffort: MediumSource: delloro.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI Supply Chain Control Tower for Chemicals
Potential: MediumEffort: HighSource: link.springer.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Assisted Drug Target Discovery and Validation
Potential: HighEffort: HighSource: mordorintelligence.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Based Supply Chain Demand Forecasting
Potential: HighEffort: MediumSource: intuitionlabs.ai (opens in a new tab) · added 12 Oct 2026
Machine Learning · Finance
AI-Driven Clinical Trial Feasibility Assessment
Potential: HighEffort: HighSource: trinetx.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Plan to Fulfill
AI-Driven Defect Root Cause Analysis
Potential: HighEffort: MediumSource: intelycx.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting with Real-Time Signals
Potential: HighEffort: MediumSource: market.us (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Drug Target Identification and Discovery
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Internal Talent Matching and Mobility
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Recruit to Retire
AI-Driven Omnichannel Promotion and Dynamic Pricing
Potential: HighEffort: MediumSource: savictech.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Process Mining and Bottleneck Detection
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 12 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 in this selection
348 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.
