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
481 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 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
Federated MCP Server for Secure Agent Data Access
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM · Plan to Fulfill
Knowledge Worker Copilot for Regulatory Documentation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM · Lead to Cash
MCP-Based Governed Knowledge Retrieval
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM · Lead to Cash
Multi-Model Failover for Resilient AI Services
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
LLM · Governance
Agent Governance and Guardrails Enforcement
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Finance
AI Agent-Based Insurance Policy Inquiry Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Automated Agent System Prompt Optimization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Clinical Guideline Reasoning Agent Skills
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Finance
Clinical Trial Protocol Compliance Reasoning
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Compliance-Aware Generative AI Access Governance
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Low-Latency LLM Serving via Disaggregated Prefill and Decode
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Managed Runtime Migration for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Multi-Model Clinical Decision Support Agent
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Pharmacovigilance Adverse Event Reasoning
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Self-Service AI Agent Platform for Insurance Brokers
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Shared Agentic Platform for Enterprise Automation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Finance
Tiered KV Caching for Cost-Optimized GenAI Assistants
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Governance
Automated PII Detection in Financial Documents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Conversational Workflow Refinement for Bid Management
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Cross-Region Inference for Global Customer Service
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Customer Data Anonymization for Sales Analytics
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Employee PII Protection in HR Processes
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Full Codebase Analysis for Incident Resolution
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Finance
Long-Context Contract Analysis and Risk Review
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 14 Sept 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.
