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
819 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 · Plan to Fulfill
AI-Based Deviation and CAPA Drafting in GxP Quality
Potential: MediumEffort: MediumSource: ataccama.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Lead to Cash
Automated A/B Testing and Experimentation
Potential: MediumEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Idea to Market
Automated Change Risk Assessment
Potential: MediumEffort: MediumSource: cnn.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Governance
Automated Compliance Monitoring for Labor Regulations
Potential: MediumEffort: MediumSource: natlawreview.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Lead to Cash
Automated Product Visual Asset Creation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Plan to Fulfill
Automated Semantic Dataset and Dashboard Generation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Recruit to Retire
Computer Vision Shelf Monitoring and Planogram Compliance
Potential: MediumEffort: MediumSource: recorded in the knowledge graph · added 29 Jun 2026
LLM · Lead to Cash
Conversational AWS Health Event Analytics
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
IDP + LLM · Source to Pay
GenAI Contract Analysis and Risk Extraction
Potential: MediumEffort: MediumSource: gep.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Governance
Intelligent CBAM Declaration Validation and Audit Support
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 29 Jun 2026
IDP + LLM · Lead to Cash
Litigation Document Review and Discovery Automation
Potential: MediumEffort: MediumSource: law360.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Lead to Cash
Point-of-Sale Clienteling AI Agent
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Source to Pay
Predictive Price Forecasting for Direct Materials
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Governance
Proactive Cloud Lifecycle Event Prioritization
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Governance
Prompt Caching for Cost-Optimized Compliance Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Governance
Sponsor Activation Insights with AI
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 29 Jun 2026
Machine Learning
Voice Biometric Patient Authentication
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Lead to Cash
Automated Campaign Conflict Detection and Recommendations
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
LLM · Plan to Fulfill
Causal Chain Analysis for Agent Evaluation Pipelines
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
LLM · Lead to Cash
Context-Rich Research Synthesis for Product Planning
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
LLM
Conversational Candidate Engagement Assistant
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 22 Jun 2026
LLM · Lead to Cash
Granular Safety Checks for Agentic AI Workflows
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
Machine Learning · Idea to Market
Intelligent Change Impact Analysis
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 22 Jun 2026
Machine Learning · Governance
MuleSoft Agent Scanner for API Security Compliance
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 22 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
259 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.
