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
61 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 · Finance
File-Based Tool Context for Long-Running Agent Workflows
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Finance
Autonomous Supplier Incident Resolution
Potential: MediumEffort: HighSource: linkedin.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Edge-Native Decision Support for Mission-Critical Operations
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Process Mining-Grounded Agent Guardrails
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
AI Agent Governance and Monitoring
Potential: MediumEffort: HighSource: cio.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Plan to Fulfill
AI-Assisted S&OP and Integrated Business Planning
Potential: MediumEffort: HighSource: pigment.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Dynamic Model Orchestration for Agent Tasks
Potential: MediumEffort: HighSource: cloud.google.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Agentic Campaign Delivery Workflow Automation
Potential: MediumEffort: HighSource: mckinsey.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Governance
AI Agent Oversight and Accountability Governance
Potential: MediumEffort: HighSource: techcrunch.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Lead to Cash
AI Governance and Operational Transparency Monitoring
Potential: MediumEffort: HighSource: leverx.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Plan to Fulfill
AI-Driven Tax and Regulatory Network Optimization
Potential: MediumEffort: HighSource: sap.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 · Acquire to Decommission
AI Infrastructure Capex Forecasting and Planning
Potential: MediumEffort: HighSource: delloro.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Governance
Explainable AI for Financial Decision Support
Potential: MediumEffort: HighSource: australianmining.com.au (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Lead to Cash
Third-Party Agent Access Governance
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Lead to Cash
Agentic Checkout and Payment Orchestration
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Governance
AI-Driven Macroeconomic Scenario Modeling
Potential: MediumEffort: HighSource: citadelsecurities.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Lead to Cash
Player Performance Analytics and Optimization
Potential: MediumEffort: HighSource: news.sap.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 · Finance
AI-Assisted IT Portfolio Planning
Potential: MediumEffort: HighSource: cio.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Lead to Cash
LLM-Powered Supply Chain Planning Copilot
Potential: MediumEffort: HighSource: arxiv.org (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Lead to Cash
Observability-Driven Agentic Process Automation
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Lead to Cash
Semantic Context Layer for Agent Decision Support
Potential: MediumEffort: HighSource: startuphub.ai (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Governance
Agent-Driven Liquidity and Treasury Optimization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 31 Aug 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
33 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.
