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 · Finance
Autonomous Supply Disruption Response
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Source to Pay
Configurable Agent Spending Guardrails
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Governance
Consumer Sentiment Analysis for Retail Strategy
Potential: MediumEffort: LowSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Conversational Business Intelligence Assistant
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Governance
Conversational Financial Research Assistant
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Customer Journey Analytics for Retail Experience
Potential: MediumEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Customer Segmentation and Clienteling Insights
Potential: HighEffort: LowSource: ainvest.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Plan to Fulfill
Emerging Designer Trend Detection
Potential: MediumEffort: MediumSource: ainvest.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Evidence-Based Process Improvement via Data Mining
Potential: HighEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Governance
GenAI Earnings Call Insights Summarization
Potential: MediumEffort: LowSource: finance.yahoo.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Generative AI Process Insights Assistant
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Online Monitoring of Production AI Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Personalized Member Care Recommendations
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Proactive Infrastructure Monitoring with Ambient Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Real-Time Margin Impact Simulation for Order Decisions
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Finance
Supplier Research and Risk Assessment Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Source to Pay
Tariff and Landed Cost Scenario Analysis
Potential: MediumEffort: LowSource: news-medical.net (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Governance
Tariff Impact Simulation and Scenario Analysis
Potential: HighEffort: MediumSource: apnews.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Governance
Text-to-SQL Deep Agent for Financial Reporting Queries
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Unified Customer View Generation
Potential: HighEffort: MediumSource: shopify.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Unified Data Cloud for Agent Grounding
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Governance
Unified Data Lakehouse for Financial Reporting
Potential: HighEffort: HighSource: crn.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Agentic Analytics for Sales and Order Insights
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Governance
Agentic Data Quality Validation for Enterprise Workflows
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 25 May 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.
