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
LLM · Finance
Autonomous Supplier Collaboration Agent
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
LLM · Lead to Cash
Domain-Specific LLM Fine-Tuning with Hyperparameter Optimization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Lead to Cash
Energy Trading and Demand Forecasting Copilot
Potential: MediumEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
Lab Instrument Predictive Maintenance Advisor
Potential: MediumEffort: HighSource: sloanreview.mit.edu (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Finance
Agentic AI Workflow Orchestration Across Enterprise
Potential: MediumEffort: HighSource: markets.financialcontent.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Agentic Production Planning Assistant
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM · Plan to Fulfill
Agentic Quality Inspection Workflow Automation
Potential: MediumEffort: HighSource: crn.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI Formulation Discovery for Chemicals
Potential: MediumEffort: HighSource: chemcopilot.com (opens in a new tab) · added 1 Jun 2026
LLM · Governance
AI-Driven Response Validation for BI
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
Centralized ML Experiment Tracking Portal
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Plan to Fulfill
Computer Vision for Visual Quality Inspection in API Facility
Potential: MediumEffort: HighSource: business-standard.com (opens in a new tab) · added 1 Jun 2026
LLM · Finance
Deep Agent Trajectory Evaluation for Decision Quality
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Plan to Fulfill
Governed Model Lifecycle Management
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM · Governance
Intelligent Query Routing for BI Agents
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Computer Vision
LiDAR-Based Scene Interpretation for Autonomous Mobile Robots
Potential: MediumEffort: HighSource: roboticsandautomationnews.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
Low-Resource Language Foundation Model Adaptation
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
Retrieval-Augmented Generation for Enterprise Knowledge
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Acquire to Decommission
Smart Glasses for Store Associate Assistance
Potential: MediumEffort: HighSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
LLM · Finance
Stablecoin Microtransaction Processing
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Governance
Automated Data Lineage Tracking for Compliance Reporting
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Incident Knowledge Base Summarization at Scale
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Finance
MCP-Based Metadata Discovery for Procurement Analytics
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 25 May 2026
LLM · Governance
Multi-Tenant Agentic Assistant for Shared Services
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Lead to Cash
Tenant-Isolated Employee Service Agent
Potential: MediumEffort: HighSource: aws.amazon.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
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.
