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
15 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
RPA + AI · Lead to Cash
AI Orchestration for Order-to-Cash Automation
Potential: HighEffort: HighSource: ibm.com (opens in a new tab) · added 9 Nov 2026
LLM · Lead to Cash
Brand-Safe AI Content Generation for External Assistants
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 9 Nov 2026
LLM · Lead to Cash
Conversational Commerce Assistant for Order Capture
Potential: HighEffort: MediumSource: ibm.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Lead to Cash
Hyper-Personalized Customer Journey Orchestration
Potential: HighEffort: HighSource: ibm.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Lead to Cash
AI-Driven Inventory Optimization and Replenishment
Potential: HighEffort: MediumSource: ibm.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Cross-Industry Transferable AI Models for Demand Forecasting
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
On-Device Inference for Privacy-First Customer Interactions
Potential: HighEffort: HighSource: ibm.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Persistent Memory AI Assistants for Employee Onboarding
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Lead to Cash
Autonomous AI Agent Identity and Access Governance
Potential: HighEffort: HighSource: ibm.com (opens in a new tab) · added 24 Aug 2026
Computer Vision · Lead to Cash
Deepfake Impersonation Detection for Enterprise Security
Potential: HighEffort: MediumSource: ibm.com (opens in a new tab) · added 24 Aug 2026
LLM · Lead to Cash
AI-Driven Customer Experience and Order Support
Potential: MediumEffort: LowSource: ibm.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Molecular Discovery and Formulation
Potential: HighEffort: HighSource: ibm.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for Planning
Potential: HighEffort: MediumSource: ibm.com (opens in a new tab) · added 10 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Demand Forecasting for Supply Chain Planning
Potential: HighEffort: MediumSource: ibm.com (opens in a new tab) · added 20 Jul 2026
Machine Learning · Lead to Cash
AI-Driven Predictive Maintenance for Production Assets
Potential: HighEffort: HighSource: ibm.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
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.