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
1,847 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
Enterprise AI Agent Platform with Voice and Observability
Potential: HighEffort: MediumSource: blogs.nvidia.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Fine-Tuned Search Agent for Enterprise Knowledge Retrieval
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
GenAI Assistant for Incident Triage and Resolution
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
GenAI Customer Service Agent Assist
Potential: HighEffort: LowSource: econsultancy.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
GenAI Marketing Content and Product Description
Potential: MediumEffort: LowSource: smartdev.com (opens in a new tab) · added 5 Oct 2026
LLM · Governance
Generative AI Model Training Acceleration
Potential: HighEffort: HighSource: snsinsider.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Generative Response Drafting for Feedback Status Updates
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Governed AI Agents for Incident Resolution
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Finance
Governed AI Agents for Procurement Automation
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Idea to Market
GPU-Colocated Agent Orchestration for Long-Running Jobs
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Recruit to Retire
Grounded Response Guardrails for Claims Answers
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM
Human Simulation for Concept Testing
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Hyper-Personalized Customer Content Generation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
In-Cabin Conversational AI Assistant for Equipment Operators
Potential: HighEffort: HighSource: blogs.nvidia.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Intelligent Exception Routing in Order-to-Cash
Potential: HighEffort: MediumSource: siliconangle.com (opens in a new tab) · added 5 Oct 2026
LLM · Finance
Joule Agents for Autonomous Procurement Tasks
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Joule Copilot for Finance and HR Self-Service
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Large-Scale Inference for Enterprise Chatbots
Potential: HighEffort: MediumSource: snsinsider.com (opens in a new tab) · added 5 Oct 2026
LLM · Finance
Low-Latency Procurement Catalog Search Agent
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Multi-Agent Music Production Pipeline
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Plan to Fulfill
Multi-Turn Claims Investigation Chatbot
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Persistent Agent Memory for Investment Research
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Governance
Regulatory Change Intelligence and Impact Analysis
Potential: HighEffort: MediumSource: pwc.com (opens in a new tab) · added 5 Oct 2026
LLM · Lead to Cash
Secure Agent Orchestration for Order Management
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 5 Oct 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
273 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.
