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
94 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 · Plan to Fulfill
CI/CD Pipeline Integration with Agentic Test Execution
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Plan to Fulfill
Visual Quality Inspection via Image Input
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 Jul 2026
LLM · Plan to Fulfill
Agent-Driven Order Placement Automation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
LLM · Plan to Fulfill
AI-Based Product Master Data Enrichment
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
LLM · Plan to Fulfill
Automated Profitability Variance Explanation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
LLM · Plan to Fulfill
Multi-Hop Reasoning over Regulatory Documents
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM · Plan to Fulfill
AI-Based Deviation and CAPA Drafting in GxP Quality
Potential: MediumEffort: MediumSource: ataccama.com (opens in a new tab) · added 29 Jun 2026
LLM · Plan to Fulfill
Automated Semantic Dataset and Dashboard Generation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Plan to Fulfill
Conversational AI Booking Assistant for Travelers
Potential: HighEffort: MediumSource: hospitalitynet.org (opens in a new tab) · added 29 Jun 2026
LLM · Plan to Fulfill
Causal Chain Analysis for Agent Evaluation Pipelines
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
LLM · Plan to Fulfill
Conversational Planning Assistant for Planners
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 22 Jun 2026
LLM · Plan to Fulfill
AI Assistant for Procurement Master Data
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
LLM · Plan to Fulfill
AI Knowledge Assistant for Quality Workforce
Potential: HighEffort: LowSource: finance.yahoo.com (opens in a new tab) · added 8 Jun 2026
LLM · Plan to Fulfill
AI-Assisted Regulatory Compliance Monitoring
Potential: HighEffort: MediumSource: uk.finance.yahoo.com (opens in a new tab) · added 8 Jun 2026
LLM · Plan to Fulfill
Automated Non-Conformance Report Generation
Potential: HighEffort: LowSource: finance.yahoo.com (opens in a new tab) · added 8 Jun 2026
LLM · Plan to Fulfill
Conversational Supply Chain Planning Copilot
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 8 Jun 2026
LLM · Plan to Fulfill
Extended Context Window Inference via TurboQuant Quantization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 Jun 2026
LLM · Plan to Fulfill
Agentic Quality Inspection Workflow Automation
Potential: MediumEffort: HighSource: crn.com (opens in a new tab) · added 1 Jun 2026
LLM · Plan to Fulfill
Intelligent SOP and Compliance Document Generation
Potential: MediumEffort: LowSource: business-standard.com (opens in a new tab) · added 1 Jun 2026
LLM · Plan to Fulfill
Natural Language Fleet Query Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM · Plan to Fulfill
Regulatory Document Drafting for Pharma Submissions
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM · Plan to Fulfill
Regulatory Intelligence Monitoring Agent
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
LLM · Plan to Fulfill
Automated Clinical Trial Data Entry Agent
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM · Plan to Fulfill
Regulatory Dossier Review with Persistent Working Memory
Potential: HighEffort: HighSource: aws.amazon.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
37 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.
