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
1,014 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 · Lead to Cash
Agentic AI for Customer-Centric Service Levels
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Agentic AI for Resilient Manufacturing Operations
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 27 Jul 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 + Analytics · Governance
AI Copilot for Category Manager Decision Support
Potential: HighEffort: MediumSource: bcg.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
AI Marketing Campaign Analytics and Attribution
Potential: MediumEffort: MediumSource: triplewhale.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Recruit to Retire
AI-Driven Retail Media Monetization
Potential: HighEffort: MediumSource: forbes.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Idea to Market
AI-Driven Robotic Task Feasibility Assessment
Potential: MediumEffort: LowSource: sloanreview.mit.edu (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
AI-Driven Supply Chain Disruption Response
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
AI-Driven Supply Chain Tariff and Trade Risk Analysis
Potential: MediumEffort: MediumSource: deloitte.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Automated AI Agent Evaluation Pipeline
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
Automated Vendor Negotiation Fact-Pack Generation
Potential: HighEffort: MediumSource: bcg.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Governance
Autonomous Finance Close and Reconciliation Agents
Potential: HighEffort: HighSource: futurumgroup.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Cloud Acceleration Factory for SAP AI Value Realization
Potential: MediumEffort: MediumSource: azure.microsoft.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
Confidence-Scored Automated Code Merge
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Governance
Conversational Analytics with Joule
Potential: HighEffort: LowSource: news.sap.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
LLM + Analytics · Lead to Cash
Data-Driven Production Decision Support
Potential: MediumEffort: MediumSource: marketsandmarkets.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
Embedded Analytics as Monetized Product
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Plan to Fulfill
Emissions Compliance Monitoring and Reporting
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
GenAI Assortment Planning and Merchandising
Potential: HighEffort: MediumSource: deloitte.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Governance
Generative AI Assistant for Financial Close
Potential: HighEffort: MediumSource: deloitte.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Governance
Generative AI Financial Close Copilot
Potential: HighEffort: LowSource: sap.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Governed Enterprise AI Agent Orchestration
Potential: HighEffort: HighSource: futurumgroup.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Lead to Cash
Internal Dogfooding for AI Software Quality Assurance
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 27 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
251 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.
