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 · Finance
Intelligent Procurement Source Recommendation
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Source to Pay
Intelligent Supplier Risk and Performance Monitoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
IDP + LLM · Finance
Intelligent Tax Document Processing
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
IoT-Connected Vision Anomaly Detection
Potential: MediumEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Legacy Machine Data Digitization and Analytics
Potential: MediumEffort: HighSource: arcweb.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
LLM-Based Contract Clause Search for Sourcing
Potential: MediumEffort: MediumSource: kloepfel-consulting.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
LLM-Powered Incident Triage and Resolution Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
ML-Guided Discovery of Treatment Materials
Potential: MediumEffort: HighSource: ieee-cars.org (opens in a new tab) · added 19 Oct 2026
IDP + LLM · Finance
Multi-Channel Invoice Intake and Classification
Potential: HighEffort: LowSource: tungstenautomation.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
Multiplayer AI Agents for Team Collaboration
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Governance
Natural Language Business Analytics
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Source to Pay
Next-Best-Action Customer Personalization Engine
Potential: HighEffort: HighSource: mckinsey.com (opens in a new tab) · added 19 Oct 2026
LLM · Acquire to Decommission
NLP-Based Adverse Event Case Intake
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 19 Oct 2026
LLM · Recruit to Retire
No-Code HR AI Agent Deployment and Governance
Potential: HighEffort: MediumSource: globenewswire.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
Observable AI Agents for IT Incident Resolution
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM · Plan to Fulfill
On-Premise LLM Inference for Regulated Document Analysis
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Recruit to Retire
Opportunity Surfacing for Sales Performance Improvement
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Payment Settlement Reconciliation Automation
Potential: MediumEffort: LowSource: cnn.com (opens in a new tab) · added 19 Oct 2026
Optimization · Finance
Payment Timing Optimization for Early Discounts
Potential: MediumEffort: MediumSource: precoro.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Personalized Commercial Offer Recommendations
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Lead to Cash
Personalized Customer Recommendation Engine
Potential: HighEffort: MediumSource: cnn.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Acquire to Decommission
Pharmacovigilance Signal Detection Automation
Potential: HighEffort: HighSource: savictech.com (opens in a new tab) · added 19 Oct 2026
LLM · Finance
Policy-Driven Segregation of Duties Enforcement
Potential: HighEffort: MediumSource: mightybot.ai (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
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.
