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
819 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
LLM + Analytics · Lead to Cash
Sports Trend Analysis from Social Media
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
SQL-to-ER Diagram Generation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Plan to Fulfill
Acoustic Signature Classification for Fault Diagnosis
Potential: MediumEffort: MediumSource: futuremarketinsights.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Recruit to Retire
Agent Adoption Analytics and Optimization
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
LLM
Agentic Music Video Concept Prototyping
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM · Governance
AI Policy Compliance Monitoring for LLM Usage
Potential: MediumEffort: MediumSource: trendmicro.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Lead to Cash
AI Talent Skills Gap Identification
Potential: MediumEffort: MediumSource: marketscale.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Lead to Cash
AI-Driven Content Personalization for Therapeutic Engagement
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Governance
Automated Governed Weekly Report Drafting
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Lead to Cash
Automated Incident Root Cause Analysis
Potential: MediumEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Idea to Market
Automated Rollback Decision Support
Potential: MediumEffort: MediumSource: augmentcode.com (opens in a new tab) · added 31 Aug 2026
LLM · Plan to Fulfill
Automated Sales Quote and Proposal Generation
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Lead to Cash
Automated Synthesis Route Costing
Potential: MediumEffort: MediumSource: rdworldonline.com (opens in a new tab) · added 31 Aug 2026
LLM · Lead to Cash
Compliant AI-Powered Incident Triage and Resolution
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Plan to Fulfill
Confidence-Based Escalation Routing
Potential: MediumEffort: MediumSource: augmentcode.com (opens in a new tab) · added 31 Aug 2026
LLM + IDP · Lead to Cash
Data-Resident HR Document Processing
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Dynamic Chip Pricing Optimization
Potential: MediumEffort: MediumSource: deloitte.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Dynamic Time Fence Adjustment via ML
Potential: MediumEffort: MediumSource: diginomica.com (opens in a new tab) · added 31 Aug 2026
LLM + Analytics · Lead to Cash
Framework-Agnostic AI Agent Quality Evaluation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Lead to Cash
Predictive Defect Analytics from Inspection Data
Potential: MediumEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 31 Aug 2026
LLM · Lead to Cash
Real-Time Speech Recognition for Order Intake
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Governance
Real-Time Voice Transcription for Service Ticket Creation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM · Lead to Cash
Reusable Agent Catalog for Order Management
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM · Recruit to Retire
Skills Inventory Extraction from Employee Artifacts
Potential: MediumEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 31 Aug 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
259 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.
