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 11 Nov 2026 · 883 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
LLM · Lead to Cash
IT Incident Auto-Triage and Resolution
Potential: HighEffort: LowSource: servicenow.com (opens in a new tab) · added 25 May 2026
LLM · Finance
Large Contract Analysis via Recursive LLM Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Live Captioning for Accessibility in Enterprise Meetings
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Governance
Live Contact Center Call Analytics and Sentiment Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Finance
MCP-Based Metadata Discovery for Procurement Analytics
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 25 May 2026
LLM · Governance
Multi-Tenant Agentic Assistant for Shared Services
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
IDP + LLM · Finance
Multimodal Invoice Data Extraction Verification
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Governance
NLP-Driven Dashboard Generation for Financial Reporting
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Recruit to Retire
Personalized Interview Question Generation
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Pharmacy Benefits Verification Automation
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
Machine Learning · Lead to Cash
Predictive Equipment Maintenance Analytics
Potential: HighEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 25 May 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Robotic Systems
Potential: HighEffort: MediumSource: roboticsandautomationnews.com (opens in a new tab) · added 25 May 2026
Machine Learning · Governance
Predictive Tax Revenue Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Finance
Procurement Spend Analytics via Natural Language Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
Machine Learning · Finance
Procurement Spend Classification
Potential: MediumEffort: LowSource: sievo.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Lead to Cash
Production KPI Anomaly Detection Dashboard Agent
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
Optimization · Lead to Cash
Production Schedule Optimization
Potential: HighEffort: HighSource: aspentech.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Plan to Fulfill
Quality Deviation Root Cause Assistant
Potential: HighEffort: MediumSource: veeva.com (opens in a new tab) · added 25 May 2026
Computer Vision · Plan to Fulfill
Quality Inspection Image Report Grounding
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
Machine Learning · Lead to Cash
Radiologist Workload and Fatigue Monitoring
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
RAG-Based Knowledge Assistant for Logistics Operations
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
Machine Learning · Lead to Cash
Real-Time Captioning and Transcription for Meetings
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 25 May 2026
Machine Learning · Acquire to Decommission
Real-Time Fault Detection Dashboards
Potential: MediumEffort: MediumSource: roboticsandautomationnews.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Real-Time Voice Agent Transcription for Contact Centers
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 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.
