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
Verifiable Autonomous Agent Payment Authorization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Recruit to Retire
Verifiable Rewards Training for Technical Accuracy
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM · Lead to Cash
Agentic AI for Fan Engagement Data Activation
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Recruit to Retire
Agentic Identity Governance and Access Control
Potential: MediumEffort: HighSource: diginomica.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Agentic Planner for IT Service Requests
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Governance
AI Guardrails and Governance for Agent Operations
Potential: MediumEffort: HighSource: scmr.com (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
AI Production Scheduling Optimization
Potential: MediumEffort: HighSource: startup-house.com (opens in a new tab) · added 10 Aug 2026
Computer Vision · Lead to Cash
AR-Guided Manual Assembly Error Detection
Potential: MediumEffort: HighSource: shopify.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Cloud Agent Access to Local Developer Tools
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Plan to Fulfill
Good Machine Learning Practice Compliance Monitoring
Potential: MediumEffort: HighSource: google.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Hybrid Cloud AI Agent for Enterprise Support Governance
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
Line Balancing and Energy Optimization
Potential: MediumEffort: HighSource: shopify.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Natural Language Internal App Provisioning
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Policy-Controlled Agents for Order Management
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 10 Aug 2026
LLM · Idea to Market
Secure Agentic Self-Service for Personnel Records
Potential: MediumEffort: HighSource: salesforce.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Vendor and Custom Agent Orchestration
Potential: MediumEffort: HighSource: scmr.com (opens in a new tab) · added 10 Aug 2026
Computer Vision · Plan to Fulfill
Warehouse Robotics and Autonomous Material Handling
Potential: MediumEffort: HighSource: techtarget.com (opens in a new tab) · added 10 Aug 2026
LLM · Lead to Cash
Agentic Commerce for Omnichannel Retail Execution
Potential: MediumEffort: HighSource: futurumgroup.com (opens in a new tab) · added 3 Aug 2026
Optimization · Lead to Cash
AI Agent for Production Planning Optimization
Potential: MediumEffort: HighSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Governance
AI Model Governance and Bias Monitoring
Potential: MediumEffort: HighSource: pharmaceutical-technology.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Plan to Fulfill
Autonomous GMP Quality Control in Pharma Manufacturing
Potential: MediumEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Checkpoint-Based Recovery for Long-Running AI Workflows
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Commodity Price-Driven Reformulation Support
Potential: MediumEffort: HighSource: nielseniq.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Dynamic Multi-Model AI Orchestration
Potential: MediumEffort: HighSource: snowflake.com (opens in a new tab) · added 3 Aug 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.
