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
1,014 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 + Analytics · Plan to Fulfill
Automated Quality Inspection Reporting
Potential: MediumEffort: LowSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Automated Regulatory Compliance Monitoring for AI Systems
Potential: MediumEffort: MediumSource: whitecase.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Automated Supplier Risk Monitoring and Scoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Autonomous Lead Qualification and Follow-up
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Autonomous Process Orchestration and Dynamic Decisioning
Potential: HighEffort: HighSource: celonis.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Blockchain-Anchored Payment Audit Trail
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Acquire to Decommission
CapEx Investment Decision Support
Potential: MediumEffort: LowSource: indexbox.io (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Connected Enterprise Data Analysis in Excel
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Conversational FinOps Cost Optimization Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Cross-Cloud AI Agent Observability and Monitoring
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Generative Production Planning Optimization
Potential: HighEffort: HighSource: fortunebusinessinsights.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Plan to Fulfill
Human-in-the-Loop Quality Review Augmentation
Potential: HighEffort: MediumSource: biopharminternational.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Multi-Agent AI Orchestration for Process Operations
Potential: MediumEffort: HighSource: market.us (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Multi-Model Reasoning for Financial Close
Potential: MediumEffort: HighSource: thenextweb.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Natural Language Process Analysis and Insights
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Process Intelligence Graph for AI Agent Grounding
Potential: HighEffort: HighSource: siliconangle.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Real-Time Geopolitical Risk Sensing for Supply Chain
Potential: HighEffort: MediumSource: mddionline.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Supplier Diversification and Sourcing Decision Support
Potential: MediumEffort: MediumSource: rsmus.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Supply Chain Disruption Prediction and Response
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
Supply Chain Scenario Simulation
Potential: MediumEffort: HighSource: fortunebusinessinsights.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Token Usage and Cost Anomaly Detection for AI Agents
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Lead to Cash
Token-Level Observability for LLM Endpoint Monitoring
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Unified Data Fabric for Cross-Domain Analytics
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics
Adverse Event Signal Detection
Potential: HighEffort: MediumSource: google.com (opens in a new tab) · added 10 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
251 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.
