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
287 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
AI-Driven Smart Materials Discovery
Potential: MediumEffort: HighSource: forbes.com (opens in a new tab) · added 4 May 2026
LLM · Lead to Cash
Custom Enterprise Agent Marketplace Deployment
Potential: MediumEffort: HighSource: techcrunch.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 · Finance
Agent Coordination for Procurement Request Handling
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Agentic AI for Cross-Lakehouse Data Discovery
Potential: MediumEffort: HighCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Governance
AI Agent Governance and Audit Trail Automation
Potential: MediumEffort: HighCompliance-relevantSource: salesforce.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
AI-Ready Data Foundation Automation
Potential: MediumEffort: HighCompliance-relevantSource: pharmaphorum.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Automated LLM Prompt Migration and Optimization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning
Digital Twin-Based Maintenance Simulation
Potential: MediumEffort: HighSource: researchgate.net (opens in a new tab) · added 2 May 2026
Machine Learning · Recruit to Retire
Enterprise AI Pilot-to-Production Scaling Framework
Potential: MediumEffort: HighCompliance-relevantSource: biospace.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
Explainable AI for Process Safety Risk Mitigation
Potential: MediumEffort: HighCompliance-relevantSource: sciencedirect.com (opens in a new tab) · added 2 May 2026
Computer Vision · Plan to Fulfill
Humanoid Robot AI for Pharma Visual Inspection
Potential: MediumEffort: HighSource: pda.org (opens in a new tab) · added 2 May 2026
Computer Vision · Lead to Cash
Immersive AR/AI Product Visualization for Omnichannel Retail
Potential: MediumEffort: HighSource: forbes.com (opens in a new tab) · added 2 May 2026
Computer Vision · Acquire to Decommission
In-Store Retail Media Targeted Advertising
Potential: MediumEffort: HighCompliance-relevantSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Multi-Agent Supervision Operating Model
Potential: MediumEffort: HighCompliance-relevantSource: insurancejournal.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Production-Grade AI Agent Observability and Tracing
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Recruit to Retire
Rare Disease Target Identification
Potential: MediumEffort: HighCompliance-relevantSource: pharmaphorum.com (opens in a new tab) · added 2 May 2026
LLM · Governance
Reinforcement Fine-Tuning of Domain LLMs with LLM-as-a-Judge
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM
System-Agnostic AI Agents for Clinical Operations
Potential: MediumEffort: HighSource: hitconsultant.net (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Trust and Identity Verification for AI Agent Transactions
Potential: MediumEffort: HighCompliance-relevantSource: forbes.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Trusted Enterprise Data Grounding for Customer AI
Potential: MediumEffort: HighCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Automated Inspection Lot Decision Support Summaries
Potential: MediumEffort: HighCompliance-relevantSource: help.sap.com (opens in a new tab) · added 18 Mar 2026
Optimization · Plan to Fulfill
Robotic Picking Orchestration with Warehouse Tasks
Potential: MediumEffort: HighSource: sap.com (opens in a new tab) · added 14 Mar 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
99 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.
