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
693 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 · Governance
Conversational Assistant for CBAM Regulatory Guidance
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Governance
Customer Satisfaction Outcome Monitoring
Potential: MediumEffort: LowSource: chainstoreage.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Governance
Human-in-the-Loop Oversight for Agentic Decisions
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Governance
Human-Oversight Workflow for Medical AI Outputs
Potential: HighEffort: MediumSource: salesforce.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
Machine Learning · Governance
Journal Entry Anomaly Detection for Financial Close
Potential: HighEffort: MediumSource: leewayhertz.com (opens in a new tab) · added 29 Jun 2026
IDP · Governance
Large-Scale Document Compliance Screening
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Governance
Natural Language Query for BI Dashboards
Potential: HighEffort: MediumSource: aws.amazon.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
Machine Learning · Governance
Reinforcement Learning for Agent Task Optimization
Potential: MediumEffort: HighSource: thenextweb.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
LLM + Analytics · Governance
Context-Aware Agent Decision Support for Financial Close
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
LLM · Governance
Conversational Marketing Insights via MCP Agent
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
LLM + Analytics · Governance
Governed Data Access Layer for AI Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
LLM · Governance
Joule Collaborative AI Agents for Finance
Potential: HighEffort: 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
Machine Learning · Governance
Predictive Anomaly Detection in System Monitoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 22 Jun 2026
Machine Learning · Governance
Predictive Disruption and Risk Detection
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 22 Jun 2026
Machine Learning · Governance
Process Compliance Monitoring and Nudging
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 22 Jun 2026
LLM · Governance
Unity AI Gateway for Centralized Agent Model Governance
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 22 Jun 2026
LLM · Governance
Agent-Driven Guided Actions for System Administration
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 15 Jun 2026
Machine Learning · Governance
AI Anomaly Detection in Financial Close
Potential: HighEffort: MediumSource: onestream.com (opens in a new tab) · added 15 Jun 2026
RPA + AI · Governance
AI Auto-Creation of ServiceNow Incidents from SAP
Potential: MediumEffort: LowSource: community.sap.com (opens in a new tab) · added 15 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
171 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.
