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
819 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 + Analytics · Lead to Cash
AI Workforce Upskilling and Training Personalization
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
AI-Based Technology Obsolescence Risk Detection
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
AI-Driven AP Process Mining and Benchmarking
Potential: MediumEffort: MediumSource: rolandberger.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Cart Abandonment Prediction
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
AI-Driven Chemical Dosing Control
Potential: MediumEffort: MediumSource: plantservices.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Lead to Cash
AI-Driven Customer Journey Personalization
Potential: MediumEffort: MediumSource: axios.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
AI-Driven Skills Gap Analysis for Workforce Planning
Potential: MediumEffort: MediumSource: manufacturingdigital.com (opens in a new tab) · added 26 Oct 2026
LLM · Recruit to Retire
AI-Generated Application Response Identification
Potential: MediumEffort: MediumSource: finance.yahoo.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Recruit to Retire
Automated Competency Assessment and Feedback
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
Autonomous Cash Flow Forecasting and Payment Scheduling
Potential: MediumEffort: MediumSource: fxcintel.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Autonomous Marketing Campaign Orchestration
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
Computer Vision · Plan to Fulfill
Collaborative Robot Defect Detection for SMEs
Potential: MediumEffort: MediumSource: indexbox.io (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Conversational Employee Data Management Assistant
Potential: MediumEffort: MediumSource: blogs.oracle.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Conversational HR Self-Service Voice Agent
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
Computer Vision · Lead to Cash
Data-Driven Material Handling Automation
Potential: MediumEffort: MediumSource: weforum.org (opens in a new tab) · added 26 Oct 2026
LLM · Acquire to Decommission
Developer Agent for Workflow Automation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
Enterprise Architecture Insights with LeanIX and Joule
Potential: MediumEffort: MediumSource: news.sap.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 + 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 · Governance
PHI Flow Monitoring and Compliance Auditing
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
Plant-Level Energy Consumption Optimization
Potential: MediumEffort: MediumSource: rolandberger.com (opens in a new tab) · added 26 Oct 2026
Optimization · Finance
Predictive Payment and Discount Optimization
Potential: MediumEffort: MediumSource: rolandberger.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Lead to Cash
Programmable Vision Changeover Optimization
Potential: MediumEffort: MediumSource: indexbox.io (opens in a new tab) · added 26 Oct 2026
Machine Learning · Idea to Market
Remaining Useful Life Estimation for Rotating Equipment
Potential: MediumEffort: MediumSource: automation.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 in this selection
259 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.
