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
74 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
AI-Automated OOS Investigation and Batch Release
Potential: HighEffort: HighSource: intuitionlabs.ai (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 · Plan to Fulfill
Intelligent Radiology Worklist Prioritization
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Plan to Fulfill
Quality Deviation Root Cause Assistant
Potential: HighEffort: MediumSource: veeva.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Plan to Fulfill
Agentic AI for Autonomous Retail Operations
Potential: MediumEffort: HighSource: xcubelabs.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Plan to Fulfill
AI Batch Release Decision Support
Potential: MediumEffort: HighSource: digiqt.com (opens in a new tab) · added 18 May 2026
LLM + Analytics · Plan to Fulfill
Multi-Dataset Production and Quality Insight Querying
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Plan to Fulfill
Trusted Knowledge Curation for AI Agents
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Plan to Fulfill
Agentic AI for Regulatory Compliance Monitoring
Potential: HighEffort: HighCompliance-relevantSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Plan to Fulfill
AI-Powered Drug Benefit-Risk Evaluation
Potential: HighEffort: HighCompliance-relevantSource: hitconsultant.net (opens in a new tab) · added 2 May 2026
LLM + Analytics · Plan to Fulfill
AI-Powered Field Sales Operations Automation
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Plan to Fulfill
Generative AI Assistant for Supply Chain Planners
Potential: MediumEffort: MediumCompliance-relevantSource: businessinsider.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Plan to Fulfill
Explainable Forecast Results Summaries for Planners
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 28 Mar 2026
LLM + Analytics · Plan to Fulfill
Generative Forecast Explanation and Planner Recommendations
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 26 Mar 2026
LLM + Analytics · Plan to Fulfill
GenAI Summary of Forecast Runs for Planners
Potential: HighEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 25 Mar 2026
LLM + Analytics · Plan to Fulfill
AI-Driven Invoice Exception Root Cause Triage
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 24 Mar 2026
LLM + Analytics · Plan to Fulfill
Forecast Explanation Summaries for Planners
Potential: MediumEffort: LowCompliance-relevantSource: news.sap.com (opens in a new tab) · added 21 Mar 2026
LLM + Analytics · Plan to Fulfill
Serialization Exchange Error Root-Cause Suggestions
Potential: MediumEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 21 Mar 2026
LLM + Analytics · Plan to Fulfill
Exception Root-Cause Insights for Invoice Rejections
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 19 Mar 2026
LLM + Analytics · Plan to Fulfill
GenAI Forecast Run Summary for Planners
Potential: HighEffort: LowCompliance-relevantSource: sap.com (opens in a new tab) · added 18 Mar 2026
LLM + Analytics · Plan to Fulfill
Production Order Release Risk Checks and Workarounds
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 16 Mar 2026
LLM + Analytics · Plan to Fulfill
AI Root Cause Analysis for Process Deviations
Potential: MediumEffort: MediumCompliance-relevantSource: globenewswire.com (opens in a new tab) · added 12 Mar 2026
LLM + Analytics · Plan to Fulfill
Dispute Root Cause Analysis and Resolution Agent
Potential: HighEffort: HighCompliance-relevantSource: sap.com (opens in a new tab) · added 8 Mar 2026
LLM + Analytics · Plan to Fulfill
Predictive Invoice Exception Triage and Routing
Potential: HighEffort: MediumSource: help.sap.com (opens in a new tab) · added 5 Mar 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
40 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.
