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
Showing all 5,390 use cases. 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.
Latest additionsnewest first
LLM · Governance
Generative AI Architecture Advisor for Transformation Planning
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Generative AI Assistant for Maintenance Troubleshooting
Potential: MediumEffort: LowSource: automation.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Idea to Market
Generative AI for Production Planning Optimization
Potential: HighEffort: MediumSource: manufacturingdigital.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Generative AI Marketing Content Creation
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Generative AI Product Content Creation
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM · Source to Pay
Generative AI Product Description and PIM Enrichment
Potential: HighEffort: LowSource: bluestonepim.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Generative AI Production Planning Copilot
Potential: MediumEffort: MediumSource: flexso.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Generative AI Resume Screening and Candidate Matching
Potential: HighEffort: LowSource: a16z.com (opens in a new tab) · added 26 Oct 2026
LLM · Governance
Generative AI Retail Customer Service Chatbot
Potential: HighEffort: LowSource: eesel.ai (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Generative AI Sales Email and Proposal Drafting
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Generative RFP and Proposal Drafting
Potential: HighEffort: LowSource: a16z.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
GeoJSON Route and Point Visualization for Logistics
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Finance
GL Account Auto-Reconciliation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Guided User Enablement with SAP WalkMe and Joule
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
HIPAA-Compliant Clinical AI Agent Deployment
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
Computer Vision · Finance
Humanoid Robots for Simple Handling Tasks
Potential: MediumEffort: HighSource: rolandberger.com (opens in a new tab) · added 26 Oct 2026
LLM · Acquire to Decommission
Hybrid Edge-Cloud Anomaly Detection in Manufacturing
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
Hybrid LLM and Tabular AI for Financial Close Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Optimization · Lead to Cash
Intelligent Batch Execution Optimization
Potential: HighEffort: HighSource: weforum.org (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
Intelligent Journal Entry Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM · Recruit to Retire
Intelligent New Hire Onboarding Chatbot
Potential: MediumEffort: LowSource: info.weareeverise.com (opens in a new tab) · added 26 Oct 2026
Optimization · Lead to Cash
Intelligent Production Scheduling and Capacity Planning
Potential: HighEffort: HighSource: digitalapplied.com (opens in a new tab) · added 26 Oct 2026
LLM · Governance
Joule Generative AI Enterprise Copilot
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Idea to Market
Lights-Out Factory Autonomous Production Control
Potential: HighEffort: HighSource: eu.36kr.com (opens in a new tab) · added 26 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
499 distinct sources.
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.
