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
171 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
Machine Learning · Governance
Continuous Business Performance Monitoring and Explanation
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Digital Risk Assessment and Dual Sourcing Activation
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Emissions Tracking and Anomaly Detection
Potential: MediumEffort: MediumSource: ifactoryapp.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Gen AI Pilot-to-Production Prioritization Engine
Potential: HighEffort: MediumSource: knowledge.wharton.upenn.edu (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Predictive Attrition Risk Analytics
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Predictive Site Performance and Risk Monitoring
Potential: HighEffort: MediumSource: appliedclinicaltrialsonline.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Governance
Predictive Tax Compliance Risk Scoring
Potential: HighEffort: MediumSource: salesforce.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 · Governance
Adaptive Resource Control for IT Operations
Potential: MediumEffort: HighSource: australianmining.com.au (opens in a new tab) · added 12 Oct 2026
Machine Learning · Governance
Autonomous Cash Application and Reconciliation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Governance
Proactive Database Anomaly Detection and Alerting
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Governance
Rebate Overpayment Anomaly Detection
Potential: HighEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Governance
AI Agent Behavior Monitoring and Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Governance
AI-Driven Financial Forecasting and Cash Flow Prediction
Potential: HighEffort: MediumSource: softco.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Governance
Autonomous Supplier Risk Scoring
Potential: MediumEffort: MediumSource: pwc.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Governance
Compensation and Pay Parity Optimization
Potential: HighEffort: MediumSource: boomi.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Governance
Process Context Extraction from ERP Event Logs
Potential: HighEffort: MediumSource: erp.today (opens in a new tab) · added 5 Oct 2026
Machine Learning · Governance
Automated Finance Close Anomaly Detection
Potential: MediumEffort: MediumSource: grantthornton.com (opens in a new tab) · added 28 Sept 2026
Machine Learning · Governance
Generative AI Retail Personalization Engine
Potential: HighEffort: MediumSource: factored.ai (opens in a new tab) · added 28 Sept 2026
Machine Learning · Governance
Intelligent Process Mining and Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
Machine Learning · Governance
Intelligent Supplier Collaboration and Risk Prediction
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
Machine Learning · Governance
Real-Time Supply Chain Risk Detection
Potential: HighEffort: MediumSource: varitecconsulting.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Governance
AI-Driven Revenue Forecasting and Scenario Planning
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Governance
Fraud Detection and Anomaly Monitoring in Finance
Potential: HighEffort: MediumSource: arvato-systems.com (opens in a new tab) · added 14 Sept 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
74 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.
