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
2,353 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 · Lead to Cash
Dynamic Pricing for Compute-as-a-Service
Potential: HighEffort: MediumSource: letsdatascience.com (opens in a new tab) · added 25 May 2026
Optimization · Lead to Cash
Dynamic Retail Pricing Optimization
Potential: HighEffort: HighSource: revionics.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Lead to Cash
Enterprise AI Agent Orchestration Across Processes
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
GenAI Drug Discovery Literature Mining
Potential: HighEffort: HighSource: benevolent.com (opens in a new tab) · added 25 May 2026
Machine Learning · Lead to Cash
GPU Workload Anomaly Detection
Potential: HighEffort: MediumSource: letsdatascience.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Lead to Cash
Headless Data Integration for Customer 360 Agents
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
HIPAA-Compliant Patient Inquiry Resolution Agent
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Incident Knowledge Base Summarization at Scale
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Inclusive Language Assistance in Content Creation
Potential: MediumEffort: LowSource: salesforce.com (opens in a new tab) · added 25 May 2026
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 · 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 · 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
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
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
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
Computer Vision · Lead to Cash
Retail Shelf Image Recognition
Potential: HighEffort: MediumSource: traxretail.com (opens in a new tab) · added 25 May 2026
Machine Learning · Lead to Cash
Sales Lead Scoring and Next Best Action
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Tenant-Isolated Employee Service Agent
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Unified Commercial Process Harmonization
Potential: HighEffort: HighSource: salesforce.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 in this selection
380 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.
