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
159 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
Multi-Agent Orchestration for Financial Close
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM · Governance
Multi-Agent Workflow Orchestration for Financial Analysis
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Token Usage and Cost Anomaly Detection for AI Agents
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Agentic AI Log Correlation and Diagnostics
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
Automated Incident Classification and Prioritization
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
Automated Reasoning Policy Authoring for Compliance
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
Contextual Knowledge Retrieval for Support Engineers
Potential: HighEffort: 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 + Analytics · Governance
End-to-End Data Pipeline Observability with AI
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Governance
Financial Close Anomaly Investigation Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Governance
Formal-Logic Diagnosis for Compliance Rules
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM + Analytics · Governance
Policy Version Control and Change Detection
Potential: MediumEffort: 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 + Analytics · Governance
Autonomous Cross-System Business Intelligence Agent
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 + Analytics · Governance
Prompt Performance Benchmarking for Cost Optimization
Potential: MediumEffort: 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 + Analytics · Governance
Task-Aware Knowledge Compression for Financial Analysis
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Governance
Agentic AI-Powered Self-Service Analytics
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
Machine Learning · Governance
Automated Failure Pattern Discovery and Ranking
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Governance
Conversational Dashboard Analytics for Business Users
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
Machine Learning · Governance
Account Maturity Monitoring and Insights
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Governance
AI-Driven Drug Diversion Anomaly Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 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.
