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 11 Nov 2026 · 883 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
2,494 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
Optimization · Lead to Cash
Automated Process Optimization in Pharma Manufacturing
Potential: HighEffort: MediumCompliance-relevantSource: pharmaphorum.com (opens in a new tab) · added 2 May 2026
RPA + AI · Finance
Automated Procurement Workflow Execution
Potential: HighEffort: MediumSource: inboundlogistics.com (opens in a new tab) · added 2 May 2026
Machine Learning · Recruit to Retire
Automated Promotion Planning Recommendations
Potential: HighEffort: MediumSource: markets.ft.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Governance
Automated Regulatory Submission Document Generation
Potential: HighEffort: MediumSource: savictech.com (opens in a new tab) · added 2 May 2026
LLM
Automated SQL Query Generation from Natural Language
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Automated Three-Way Match and Discrepancy Detection
Potential: HighEffort: MediumSource: finextra.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Governance
Automated Trade-In Eligibility and Document Processing
Potential: HighEffort: MediumCompliance-relevantSource: businessoffashion.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
Automated Transaction Audit and Control Checks
Potential: HighEffort: MediumCompliance-relevantSource: finextra.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Governance
Autonomous Audit and Compliance Checks
Potential: HighEffort: MediumCompliance-relevantSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Finance
Autonomous Collections and AR Follow-Up Agents
Potential: HighEffort: MediumSource: fintechmagazine.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Autonomous Customer Support Conversation Resolution
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Autonomous Incident Resolution Workflows
Potential: HighEffort: MediumSource: newsroom.servicenow.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Autonomous IT Incident Resolution Agent
Potential: HighEffort: MediumCompliance-relevantSource: in.investing.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Autonomous Order-to-Cash Exception Handling
Potential: HighEffort: MediumCompliance-relevantSource: itwire.com (opens in a new tab) · added 2 May 2026
Computer Vision · Plan to Fulfill
Cloud-Based AI Vision for Quality Inspection
Potential: HighEffort: MediumCompliance-relevantSource: automationworld.com (opens in a new tab) · added 2 May 2026
Computer Vision · Plan to Fulfill
Computer Vision Quality Inspection on the Shop Floor
Potential: HighEffort: MediumSource: blog.roboflow.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
Context-Aware Recommendation Engine
Potential: HighEffort: MediumCompliance-relevantSource: retailtouchpoints.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Recruit to Retire
Continuous Performance Management Agent
Potential: HighEffort: MediumSource: oracle.com (opens in a new tab) · added 2 May 2026
LLM · Source to Pay
Contract Risk and Compliance Insight Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM
Conversational AI Agents for Sales Enablement
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Conversational AI Beauty Agent for Personalized Recommendations
Potential: HighEffort: MediumSource: markets.ft.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Conversational AI for Customer Service and Order Resolution
Potential: HighEffort: MediumSource: forbes.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Conversational Employee Self-Service Assistant
Potential: HighEffort: MediumSource: novelvista.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Conversational Employee Service Front Door
Potential: HighEffort: MediumSource: newsroom.servicenow.com (opens in a new tab) · added 2 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
391 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.
