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
481 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 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
Cost-Bounded AI Agents for Incident Triage
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Cumulative Exposure Capping for Credit Decisioning Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
Data Fabrication Prevention in Financial Reporting Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Deterministic Agent Orchestration for Quality Deviation Handling
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Finance
Governed Autonomous Agents for Invoice Processing
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Finance
Human-in-the-Loop Approval for High-Value AI Agent Actions
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Hybrid Cloud AI Agent for Enterprise Support Governance
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Natural Language Internal App Provisioning
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Plan to Fulfill
Policy Debugging Agent for GxP Compliance
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Policy-Controlled Agents for Order Management
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Finance
Session-Aware Authorization for Autonomous Procurement Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
Agent-Based Compliance Case Investigation Support
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
AI Agents for Manufacturing Process Optimization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
AI-Assisted Medical Record Compliance Checking
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Automated Prompt Migration Across Foundation Models
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Recruit to Retire
Intelligent Care Plan Generation from Patient Data
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Governance
Natural Language Data Asset Discovery
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Personalized Retention Letter Generation
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Governance
Role-Based Access Control for AI Data Queries
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Tiered Query Routing for Incident Knowledge Bases
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Agent Response Quality Monitoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM · Plan to Fulfill
Agentic Multi-Step Knowledge Retrieval for Compliance Queries
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM · Governance
Agentic Orchestration of Trading Tools via MCP
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM · Lead to Cash
Agentic Retrieval for Incident Root Cause Analysis
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 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.
