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 · Lead to Cash
Neurobiologically Inspired RAG for Enterprise Knowledge Retrieval
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM · Lead to Cash
Resilient Multi-Model LLM Gateway Orchestration
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM · Lead to Cash
Role-Based Memory Retrieval for HR Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM + Analytics · Governance
Secure Multi-Tenant Conversational Analytics Agent
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM · Governance
Semantic Validation Layer for LLM Query Safety
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM + Analytics · Source to Pay
Agent-Based Budget Control and Spend Governance
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Lead to Cash
Agent-to-Agent Order Fulfillment Coordination
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Governance
Agentic AI for Cross-Domain Financial Reporting
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Governance
Agentic Automation for Financial Compliance Reviews
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Lead to Cash
Agentic Customer Order Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Governance
Agentic Overlay for Legacy ERP Service Modernization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Recruit to Retire
AI Agent Task Decomposition for KYC Investigations
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
IDP + LLM · Lead to Cash
Automated PII and PCI Redaction in Documents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Lead to Cash
Automated Product Visual Asset Creation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Plan to Fulfill
Automated Quality Inspection Video Enhancement
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Plan to Fulfill
Automated Semantic Dataset and Dashboard Generation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Finance
Autonomous Agent Payment Routing for AI Services
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Lead to Cash
Autonomous Demand and Supply Planning Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Idea to Market
Batch Marketing Image Generation at Scale
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Lead to Cash
Conversational AWS Health Event Analytics
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Recruit to Retire
Conversational Pre-Visit Health Data Collection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Finance
Governed Data Access for Procurement Decision Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Finance
Governed Semantic Layer for Consistent Reporting
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Governance
Human-in-the-Loop Oversight for Agentic Decisions
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 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.
