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 + Analytics · Lead to Cash
AI Root Cause Analysis for Manufacturing Incidents
Potential: MediumEffort: HighSource: recorded in the knowledge graph · added 20 May 2026
LLM · Lead to Cash
Governed LLM Fine-Tuning for Domain-Specific Assistants
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 May 2026
Machine Learning · Plan to Fulfill
Secure Data Lineage Tracking for ML Pipelines
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 20 May 2026
LLM + Analytics · Plan to Fulfill
Agentic AI for Autonomous Retail Operations
Potential: MediumEffort: HighSource: xcubelabs.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Plan to Fulfill
AI Batch Release Decision Support
Potential: MediumEffort: HighSource: digiqt.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Lead to Cash
Autonomous Enterprise Data Ontology Generation
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
Machine Learning · Plan to Fulfill
Causal AI Root Cause Analysis for Quality Defects
Potential: MediumEffort: HighSource: databricks.com (opens in a new tab) · added 18 May 2026
Machine Learning · Lead to Cash
Generative AI for Molecule and Materials Discovery
Potential: MediumEffort: HighSource: mckinsey.com (opens in a new tab) · added 18 May 2026
LLM · Lead to Cash
Human-Agent Workflow Orchestration
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 18 May 2026
Machine Learning · Plan to Fulfill
Predictive Quality Insights from Shared SAP and IoT Data
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Lead to Cash
Production Disruption Response Agents
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
Optimization · Lead to Cash
Production Planning Optimization Agent
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 18 May 2026
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 · Lead to Cash
Cost-Optimized VLM Inference Deployment
Potential: MediumEffort: HighSource: 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 · Lead to Cash
GRPO-Tuned Code Generation for ERP Customization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Lead to Cash
Natural Language Model Customization Workflow
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Lead to Cash
Secure AI Agent Identity and Access Management
Potential: MediumEffort: HighSource: 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 · Plan to Fulfill
Verifiable Reasoning for Quality Inspection Decisions
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Governance
Verifiable Reward Reinforcement Learning for Financial Calculations
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
Computer Vision · Lead to Cash
Vision-Language Pet Behavior Detection
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM
Agentic Commerce Checkout Integration
Potential: MediumEffort: HighSource: vogue.com (opens in a new tab) · added 4 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.
