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
853 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 · Governance
Agentic Financial Close Orchestration
Potential: HighEffort: HighCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Agentic Incident Triage and Resolution
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Recruit to Retire
Agentic Workforce Planning Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM + IDP · Lead to Cash
AI-Driven Employee Onboarding Workflow Automation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
AI-Ready Data Curation and Governance
Potential: HighEffort: HighCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
Attrition Risk Detection and Retention Recommendations
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Automated Call Transcription for Customer Service
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Finance
Automated Contract Clause Extraction and Annotation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Governance
Automated Financial Statement Analysis and Reporting
Potential: HighEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Lead to Cash
Automated ID Document Extraction for Customer Onboarding
Potential: HighEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Lead to Cash
Automated Lab Report Analysis for Pharma R&D
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Automated LLM Prompt Migration and Optimization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Automated Quality Scoring of Customer Service Responses
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM
Automated SQL Query Generation from Natural Language
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Computer Vision
Computer Vision Image Content Analysis for Personalization
Potential: MediumEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Source to Pay
Contract Risk and Compliance Insight Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Conversational Workforce Analytics for HR Decisions
Potential: HighEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Lead to Cash
Customer Contract Term Extraction for Order Management
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM
Generative AI-Based KYC Data Structuring
Potential: HighEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Hands-Free Voice Assistant for Shop Floor Operators
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
HR Interview and Training Audio Transcription
Potential: MediumEffort: LowCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Computer Vision
Identity Fraud Detection via Vector Similarity Search
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM + Analytics
LLM Performance Benchmarking and Regression Testing
Potential: MediumEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Multilingual Audio Transcription at Scale
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 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
1 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.
