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
249 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 · Governance
Agentic Capability Reuse for Finance Operations
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
AI Agent Access Observability and Audit Logging
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
AI-Driven Financial Close Orchestration
Potential: HighEffort: MediumSource: bain.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Automated Financial Report Generation and Commentary
Potential: HighEffort: MediumSource: nokia.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Autonomous Financial Close Assistant
Potential: HighEffort: MediumSource: customerthink.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Comparable vs Reported Earnings Variance Analysis
Potential: MediumEffort: MediumSource: nokia.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Explainable AI for Regulatory Submission Support
Potential: HighEffort: MediumSource: nature.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Generative AI Copilot for Finance Analysts
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Governed Semantic Layer for Agentic Financial Reporting
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Governed Spreadsheet-to-Data-Warehouse Pipelines
Potential: MediumEffort: MediumSource: cloud.google.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Human-in-the-Loop Data Quality Governance
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Metadata-Driven AI Agent Access to Enterprise Data Lake
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Multi-Agent Automated Data Analysis and Insight Generation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Secure Enterprise Agent for Financial Close
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Governance
Agentic AI for Business Intelligence Acceleration
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
AI-Driven Decision Quality Enhancement
Potential: HighEffort: MediumSource: isg-one.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Autonomous AI Agents for Enterprise Data Analysis
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Continuous Evaluation of Retrieval Agent Quality
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Financial Close Acceleration
Potential: HighEffort: MediumSource: tommasomariaricci.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Natural Language Analytics for Business Users
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Sentiment Analysis for Incident Prioritization
Potential: MediumEffort: LowSource: servicenow.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Third-Party Risk Monitoring with Domain-Specific AI
Potential: HighEffort: MediumSource: nqc.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Governance
Agentic AI for Autonomous Merchandising
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
AI Copilot for Financial Close Journal Review
Potential: HighEffort: MediumSource: a16z.com (opens in a new tab) · added 26 Oct 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
86 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.
