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
747 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 · Finance
AI Agent Case Summarization and Next-Best-Action
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Finance
AI Deviation Management in Pharma Manufacturing
Potential: HighEffort: HighSource: entefy.com (opens in a new tab) · added 8 Jun 2026
Optimization · Finance
AI Formulation Optimization in Chemicals
Potential: HighEffort: HighSource: chemcopilot.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
AI Liability Insurance Underwriting
Potential: MediumEffort: HighSource: ffnews.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
AI Spend Classification and Supplier Analytics
Potential: MediumEffort: LowSource: smartdev.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
AI-Driven Supplier Risk Monitoring
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 8 Jun 2026
LLM · Finance
AI-Generated Research Plan Creation
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
Anomaly Detection in Purchase Order Spend
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
Automated Bill of Materials Cost Prediction
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Finance
Automated Biomedical Literature Synthesis for Rare Disease Research
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Finance
Automated Code Specification Review Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Finance
Autonomous Procurement Agent for Supplier Negotiation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Finance
Autonomous Supplier Collaboration Agent
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
Optimization · Finance
Dynamic Discount Recommendation Engine
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
LLM · Finance
GenAI Customer Service Assistant for Utilities
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
LLM · Finance
Guardrailed Agentic Payment Authorization
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
Intelligent Supplier Payment Term Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Finance
Process Intelligence Context Model for AI Agents
Potential: HighEffort: HighSource: itbrief.com.au (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Finance
Sales Call Summarization and Next-Best-Action
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
Supplier Payment Anomaly Detection
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Finance
Agentic AI for Procurement Decision Support
Potential: HighEffort: HighSource: crn.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Finance
Agentic AI Workflow Orchestration Across Enterprise
Potential: MediumEffort: HighSource: markets.financialcontent.com (opens in a new tab) · added 1 Jun 2026
LLM · Finance
Agentic Invoice Exception Resolution
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM · Finance
AI Code Generation for Enterprise Development
Potential: HighEffort: LowSource: finance.yahoo.com (opens in a new tab) · added 1 Jun 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
207 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.
