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
990 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
Autonomous AI Agents for Procurement
Potential: HighEffort: HighSource: finance.yahoo.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Autonomous Demand Sensing and Replenishment
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Finance
Autonomous Supply Disruption Response
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
Azerbaijani Language Customer Service Chatbot
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Conversational Business Intelligence Assistant
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Lead to Cash
Humanoid Robots for Supply Chain Operations
Potential: HighEffort: HighSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
Optimization · Finance
Intelligent Sourcing Reallocation under Tariff Pressure
Potential: HighEffort: HighSource: apnews.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
Multi-Agent Digital Assistant for Customer Support
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
Orchestrated Multi-Agent Sales Assistant
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Plan to Fulfill
Post-Merger Master Data Harmonization
Potential: HighEffort: HighSource: ainvest.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Demand Planning via Tabular Foundation Models
Potential: HighEffort: HighSource: markets.ft.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Pharma Production Lines
Potential: HighEffort: HighSource: people10.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Predictive Patient Health Risk Scoring
Potential: HighEffort: HighSource: finance.yahoo.com (opens in a new tab) · added 1 Jun 2026
LLM · Plan to Fulfill
Regulatory Document Drafting for Pharma Submissions
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Optimization · Lead to Cash
Right-Shoring Network Optimization
Potential: HighEffort: HighSource: news-medical.net (opens in a new tab) · added 1 Jun 2026
Machine Learning · Governance
Tabular Foundation Models for Financial Forecasting
Potential: HighEffort: HighSource: markets.ft.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
Telecom-Specific LLM for Knowledge Support
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Unified Data Cloud for Agent Grounding
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Governance
Unified Data Lakehouse for Financial Reporting
Potential: HighEffort: HighSource: crn.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Lead to Cash
Vision-Guided Robotic Picking and Assembly
Potential: HighEffort: HighSource: roboticsandautomationnews.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Agentic Analytics for Sales and Order Insights
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Governance
Agentic Data Quality Validation for Enterprise Workflows
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Agentic Workflow Orchestration for Imaging
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
Optimization · Lead to Cash
AI-Driven Energy Load Optimization for Data Centers
Potential: HighEffort: HighSource: letsdatascience.com (opens in a new tab) · added 25 May 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
261 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.
