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
20 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
Continuous Answer Quality Monitoring for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Finance
File-Based Tool Context for Long-Running Agent Workflows
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 9 Nov 2026
LLM + Analytics · Finance
Autonomous Invoice Validation and Exception Handling
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM + Analytics · Finance
Autonomous Agent Spend Control and Governance
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Finance
Portfolio-Wide Contract Analytics via Natural Language
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Finance
Connected Enterprise Data Analysis in Excel
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Finance
AI-Driven Purchase-to-Pay Process Mining
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Finance
Multi-Document Contract and Supplier Intelligence
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Finance
Confidence-Scored Automated Code Merge
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
Embedded Analytics as Monetized Product
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 27 Jul 2026
LLM + Analytics · Finance
Agentic Case Management for Invoice Exception Handling
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
LLM + Analytics · Finance
Governed Data Access for Procurement Decision Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Finance
Governed Semantic Layer for Consistent Reporting
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM + Analytics · Finance
Unified Context Retrieval for Procurement Agents
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 22 Jun 2026
LLM + Analytics · Finance
Agentic Code Optimization and Performance Tuning
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 15 Jun 2026
LLM + Analytics · Finance
Automated Regression Testing for Agentic Workflows
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 15 Jun 2026
LLM + Analytics · Finance
Automated Biomedical Literature Synthesis for Rare Disease Research
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 8 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 · Finance
Procurement Spend Analytics via Natural Language Agents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 25 May 2026
LLM + Analytics · Finance
Conversational Spend Analytics Across Procurement Data
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 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
1 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.
