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
IDP + LLM · Governance
Automated Financial Document Extraction and Insight Generation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Automated FLOPs Tracking for EU AI Act Compliance
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
IDP + LLM · Finance
Automated Schema Generation for Document Processing
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Automated Slot Value Extraction in Conversations
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Governance
Automated Supplier Risk Monitoring via Web Search
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
IDP + LLM · Plan to Fulfill
Compliance Document Retrieval for Aerospace Quality
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Lead to Cash
Conversational Bot Test Automation
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Conversational Voice Ordering for Retail
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Employee Onboarding Orchestration Agent
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Governed AI Agent Session Monitoring and Audit
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Lead Enrichment with Real-Time Web Research
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
LLM-Enhanced Intent Recognition for Chatbots
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Multi-Step Incident Research and Resolution Assistant
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Lead to Cash
Multimodal Retrieval for Manufacturing Documents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Policy-Controlled Browser Agent for Enterprise Research
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Real-Time Voice-Enabled Customer Service Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Governance
Regulatory Change Detection for Compliance
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Governance
Unified AI Governance and Compliance Monitoring
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
Computer Vision · Finance
Visual Embedding-Based Document Clustering
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
Computer Vision · Governance
Visual Technical Drawing Search and Q&A
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Voice-Based HR Employee Self-Service
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Voice-Driven Field Service Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
LLM · Finance
Web Search-Enabled Procurement Market Intelligence Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 18 May 2026
Machine Learning · Lead to Cash
Agent Quality Drift Detection and Monitoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 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.
