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
Machine Learning · Lead to Cash
AI-Driven Sponsorship ROI Optimization
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
IDP + LLM · Governance
AI-Enabled Regulatory Compliance Document Processing
Potential: MediumEffort: MediumSource: alom.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Always-On Mission Support Agents
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Anomaly Detection for Security and Access Events
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Anomaly Detection in Procurement Spend
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Plan to Fulfill
Automated Data Reconciliation for Supply Chain Master Data
Potential: MediumEffort: MediumSource: dataiku.com (opens in a new tab) · added 21 Sept 2026
RPA + AI · Lead to Cash
Automated Employee Onboarding Workflows
Potential: MediumEffort: MediumSource: tommasomariaricci.com (opens in a new tab) · added 21 Sept 2026
LLM · Finance
Automated Travel Booking and Support Agent
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
RPA + AI · Recruit to Retire
Autonomous Production Environment Onboarding
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Capacity-Aware Scaling for Production ML Endpoints
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Plan to Fulfill
Compliance-Ready Nonconformance and Traceability Automation
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 21 Sept 2026
LLM · Acquire to Decommission
Conversational AI Assistant for Store Associates
Potential: MediumEffort: MediumSource: cxtoday.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Cross-Industry Transferable AI Models for Demand Forecasting
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 21 Sept 2026
LLM · Governance
Custom AI Skill Creation with Skill Kit
Potential: MediumEffort: MediumSource: youtube.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
HCLS Agent Evaluation Framework
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
Computer Vision · Source to Pay
Intelligent Serialization and Track-and-Trace Compliance
Potential: MediumEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Governance
LLM-Based Reconciliation Decision Scoring
Potential: MediumEffort: MediumSource: scale.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Managed Runtime Migration for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
Optimization · Plan to Fulfill
Manufacturing Performance Optimization Engine
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 21 Sept 2026
LLM · Finance
Multilingual AI Agent for Global Staffing Operations
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
Optimization · Lead to Cash
Order Fulfillment Rate Optimization
Potential: MediumEffort: MediumSource: intellectyx.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Persistent Memory AI Assistants for Employee Onboarding
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Lead to Cash
Personalized Concert Experience Assistant
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Recruit to Retire
Personalized Learning and Development Recommendations
Potential: MediumEffort: MediumSource: youtube.com (opens in a new tab) · added 21 Sept 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.
