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
Adaptive Agentic Routing for IoT Monitoring
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Finance
Agent-Based Incident Triage and Escalation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Finance
Agent-Based Procurement Insights and Decision Support
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Idea to Market
Agent-Driven Project Status Reporting
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Agentic Research Query Orchestration
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Recruit to Retire
AI-Assisted Employee Onboarding Q&A
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Finance
Automated Task Assignment and Updates
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Conversational HR Self-Service Voice Agent
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Conversational Portfolio Risk Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Conversational Supply Chain Intelligence Assistant
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Governance
Custom LLM Fine-Tuning for Financial Document Understanding
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Plan to Fulfill
Custom-Trained LLM for Quality Deviation Root Cause Analysis
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Acquire to Decommission
Developer Agent for Workflow Automation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
GeoJSON Route and Point Visualization for Logistics
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
HIPAA-Compliant Clinical AI Agent Deployment
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Acquire to Decommission
Hybrid Edge-Cloud Anomaly Detection in Manufacturing
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Low-Latency Voice Response Streaming for Service Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Multilingual Corporate Knowledge Assistant for Employees
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Lead to Cash
Natural Language Analytics for Crop Breeding Decisions
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
PHI Flow Monitoring and Compliance Auditing
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Finance
Procurement Policy and Supplier Knowledge Retrieval
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Finance
Reinforcement Learning for Procurement Negotiation Agents
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Plan to Fulfill
Retail Store Network Geospatial Analytics
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Retail Store Operations Knowledge Support
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 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.
