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
Governed Multi-Agent Platform for Finance Close Automation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM · Governance
Grounded AI Agents with Business Context
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 Nov 2026
LLM · Governance
In-Context AI Actions in Agent Workspace
Potential: MediumEffort: LowSource: servicenow.com (opens in a new tab) · added 2 Nov 2026
LLM · Governance
Joule Copilot for SAP Business User Assistance
Potential: HighEffort: LowSource: infosys.com (opens in a new tab) · added 2 Nov 2026
LLM · Governance
Multi-Knowledge-Base Query Routing Agent
Potential: HighEffort: MediumSource: aws.amazon.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 · Governance
Resilient Regression Testing for Release Management
Potential: HighEffort: MediumSource: aws.amazon.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
Machine Learning · Governance
Tabular AI for Financial Close Anomaly Detection
Potential: HighEffort: MediumSource: news.sap.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 · Governance
Agentic Payment Compliance and Sanctions Screening
Potential: HighEffort: HighSource: fxcintel.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
Machine Learning · Governance
AI-Based Technology Obsolescence Risk Detection
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
AI-Driven AP Process Mining and Benchmarking
Potential: MediumEffort: MediumSource: rolandberger.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
AI-Driven Chemical Dosing Control
Potential: MediumEffort: MediumSource: plantservices.com (opens in a new tab) · added 26 Oct 2026
Optimization · Governance
AI-Driven Energy Demand Optimization
Potential: HighEffort: MediumSource: ifactoryapp.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
Automated Emissions Monitoring and Reporting
Potential: HighEffort: MediumSource: bain.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
Automated Environmental Compliance Reporting
Potential: MediumEffort: LowSource: plantservices.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
Automated IT Incident Backlog Reduction
Potential: HighEffort: MediumSource: newsroom.servicenow.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
Autonomous Cash Flow Forecasting and Payment Scheduling
Potential: MediumEffort: MediumSource: fxcintel.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Governance
Business Capability to Application Auto-Mapping
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Governance
Conversational Finance Assistant with Joule
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 26 Oct 2026
LLM · Governance
Custom LLM Fine-Tuning for Financial Document Understanding
Potential: HighEffort: HighSource: aws.amazon.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
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.
