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
402 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
Machine Learning · Recruit to Retire
Intermittent Demand Prediction for Long-Tail SKUs
Potential: MediumEffort: MediumSource: nature.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Recruit to Retire
Prospect Intent Classification
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Recruit to Retire
Secure Governance for LLM Access to Enterprise Data
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Recruit to Retire
Unified Sales Data Access via Conversational AI
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 20 Jul 2026
LLM · Recruit to Retire
Automated Sales Opportunity Updates
Potential: HighEffort: LowSource: salesforce.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Recruit to Retire
Automated Workforce Planning Scenario Simulation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
LLM · Recruit to Retire
Autonomous Opportunity Management Assistant
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 13 Jul 2026
Optimization · Recruit to Retire
Dynamic Pricing and Promotion Optimization for Retail
Potential: HighEffort: HighSource: blueyonder.com (opens in a new tab) · added 13 Jul 2026
LLM · Recruit to Retire
Employee HR Helpdesk Copilot
Potential: HighEffort: LowSource: servicenow.com (opens in a new tab) · added 13 Jul 2026
Computer Vision · Recruit to Retire
Shelf Image Recognition for Retail Execution
Potential: HighEffort: MediumSource: sintec.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Recruit to Retire
Skills Gap Detection and Learning Recommendations
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
Optimization · Recruit to Retire
AI-Driven Dynamic Pricing and Promotions
Potential: HighEffort: HighSource: blueyonder.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Recruit to Retire
AI-Driven Internal Talent Mobility
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 6 Jul 2026
LLM · Recruit to Retire
AI-Generated Content Detection in Onboarding
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM · Recruit to Retire
Employee HR Policy Chatbot
Potential: MediumEffort: LowSource: sap.com (opens in a new tab) · added 6 Jul 2026
LLM + Analytics · Recruit to Retire
Predictive Workforce Planning Analytics
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 6 Jul 2026
LLM · Recruit to Retire
Process Assessment for Agentic AI Deployment
Potential: MediumEffort: MediumSource: macaubusiness.com (opens in a new tab) · added 6 Jul 2026
LLM · Recruit to Retire
Agentic Workflow Delegation for Managers
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Recruit to Retire
AI Adoption Readiness Assessment
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 29 Jun 2026
LLM · Recruit to Retire
AI Agent Task Decomposition for KYC Investigations
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Recruit to Retire
AI-Based Workflow and Job Redesign
Potential: HighEffort: MediumSource: hrexecutive.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Recruit to Retire
Anomaly Detection in Payroll Processing
Potential: MediumEffort: LowSource: natlawreview.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Recruit to Retire
Computer Vision Shelf Monitoring and Planogram Compliance
Potential: MediumEffort: MediumSource: recorded in the knowledge graph · added 29 Jun 2026
LLM · Recruit to Retire
Conversational Pre-Visit Health Data Collection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 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
136 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.
