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
191 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 + Analytics · Governance
Supply Chain Disruption Detection via Email and Monitoring Analysis
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Finance
Autonomous Invoice Validation and Exception Handling
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Governance
Bounded AI Agents for Journal Entry Posting
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Lead to Cash
Continuous AI Agent Quality Monitoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Plan to Fulfill
Guardrailed Agents for Quality Deviation Handling
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Plan to Fulfill
Agentic Root Cause Analysis for IT Operations
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Governance
AI-Assisted Model Deployment Recommendation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Finance
Autonomous Agent Spend Control and Governance
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Lead to Cash
Autonomous Workflow Prioritization for Automation
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Lead to Cash
Drug Shortage Availability Checking Agent
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Lead to Cash
Order Exception Handling Ambient Agent
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Lead to Cash
Policy-Aligned Prompt Optimization for Moderation Quality
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Finance
Portfolio-Wide Contract Analytics via Natural Language
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Lead to Cash
Agentic Building Diagnostics via Natural Language
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Governance
Automated LLM Output Quality Assurance
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Governance
Long-Running Agent for Financial Close Automation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Lead to Cash
Natural Language Querying of Case Evidence
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Plan to Fulfill
Real-Time Streaming Evaluation of Generated Content
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Governance
HCLS Agent Evaluation Framework
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Lead to Cash
Multi-Agent Orchestration for Analyst Workflows
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
Reflector-Based Multi-Agent Performance Tuning
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Plan to Fulfill
Vector-Enhanced Medical Knowledge Retrieval
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
Autonomous Financial Close Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Governance
Compliance-Driven Memory Pruning for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 7 Sept 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.
