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
397 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 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
Production Planning Reasoning Agent
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Lead to Cash
Unified Business Data Context for AI Agents
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Lead to Cash
AI Agent for Process Deviation Resolution
Potential: HighEffort: HighSource: celonis.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
AI-Assisted Store Location Selection
Potential: HighEffort: MediumSource: sloanreview.mit.edu (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Auto-Discovery Sales Performance Q&A
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Automated Sales Rep Support Agent
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Batch Evaluation and A/B Testing for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Conversational HR Workforce Analytics
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Deviation and CAPA Root Cause Analysis
Potential: HighEffort: MediumSource: pharmaphorum.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Generative AI Experiment Tracking and Observability
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Governed AI Agent Orchestration with Audit Trails
Potential: MediumEffort: HighSource: businesswire.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Governed AI Workflow Execution with Audit Trails
Potential: MediumEffort: HighSource: markets.ft.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Governed AI-Ready Customer 360 for Sales Agents
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Production Trace-Based Agent Prompt Optimization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Task-Fit Evaluation Framework for Enterprise Agents
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Unified Customer 360 for AI-Driven Sales Insights
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Agentic Workforce Reskilling and Capability Mapping
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
Demographic Segmentation and Customer Analytics
Potential: MediumEffort: MediumSource: ainvest.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
Digital Therapeutic Companion for Prescription Drugs
Potential: HighEffort: HighSource: providencejournal.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
Generative AI Sales Order Creation with Joule
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
Industrial AI Agents for Autonomous Operations
Potential: HighEffort: HighSource: forbes.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
Unified AI Agent Governance and Policy Control
Potential: HighEffort: MediumSource: businesswire.com (opens in a new tab) · added 4 May 2026
LLM + Analytics · Lead to Cash
A/B Testing Framework for Agent Model Variants
Potential: MediumEffort: HighCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Advanced People Analytics for Workforce Decisions
Potential: MediumEffort: MediumCompliance-relevantSource: hrexecutive.com (opens in a new tab) · added 2 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
129 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.
