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
853 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 · 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 · Lead to Cash
Dynamic Geography-Based Access Validation for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
Early Detection of Failed Training Runs
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
Employee Attrition Prediction from HR Tables
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Plan to Fulfill
Extended Context Window Inference via TurboQuant Quantization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Lead to Cash
Fine-Tuned SLM for Accurate Tool Calling in Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Governance
GPU Resource Utilization Optimization for AI Workloads
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Finance
Guardrailed Agentic Payment Authorization
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Lead to Cash
Intelligent Incident Triage and Root Cause Reasoning
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Recruit to Retire
Iterative Research Revision and Versioning
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Governance
Lakehouse Data Agent for Natural Language Analytics
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Lead to Cash
LLM Inference Quality and Performance Monitoring
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Computer Vision · Lead to Cash
Logistics Damage and Load Verification
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Lead to Cash
Natural Language IoT Sensor Monitoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Lead to Cash
Policy-Based Access Control for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Lead to Cash
Predictive Credit Risk Scoring on Tabular Data
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Lead to Cash
Production Deployment Pipeline for AI Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Lead to Cash
Production Planning Optimization with Reasoning Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Computer Vision · Acquire to Decommission
Retail Shelf Availability and Planogram Compliance
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Machine Learning · Finance
Supplier Payment Anomaly Detection
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM + Analytics · Governance
Tool-Calling Accuracy Evaluation Framework for Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
Computer Vision · Plan to Fulfill
Warehouse Inbound Goods Detection and Counting
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
IDP + LLM · Governance
1099-B Tax Form Automated Extraction
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Agentic AI for Fleet Data Insights
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 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
1 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.
