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
819 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
RPA + AI · Lead to Cash
Payment Package Auto-Assembly
Potential: MediumEffort: MediumSource: fashionista.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Lead to Cash
Permitting Document Intelligence for Uranium Projects
Potential: MediumEffort: MediumSource: canadianminingjournal.com (opens in a new tab) · added 2 May 2026
Machine Learning
Personalized Value-Driven Loyalty Engine
Potential: MediumEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
Predictive Change Risk Assessment
Potential: MediumEffort: MediumCompliance-relevantSource: seekingalpha.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive ETA and Delivery Success Forecasting
Potential: MediumEffort: MediumSource: digitaljournal.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Predictive Talent Attrition and Skills Matching
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
Proactive Supplier Risk and Impact Monitoring
Potential: MediumEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Product Master Data Enrichment for Plan-to-Produce
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Finance
Real-Time Cash Flow and Payables Visibility
Potential: MediumEffort: MediumSource: accountingtoday.com (opens in a new tab) · added 2 May 2026
LLM · Source to Pay
Virtual Card Management with Integrated Chat
Potential: MediumEffort: MediumSource: skift.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Voice-Driven HR Self-Service Assistant
Potential: MediumEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Optimization · Plan to Fulfill
Warehouse Operations Efficiency Optimization
Potential: MediumEffort: MediumSource: inboundlogistics.com (opens in a new tab) · added 2 May 2026
RPA + AI · Finance
Workflow Automation with Embedded AI Agents
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Recruit to Retire
Workflow-Integrated AI Agents for Customer Onboarding
Potential: MediumEffort: MediumCompliance-relevantSource: consulting.us (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Workforce Attrition Prediction and Retention Insights
Potential: MediumEffort: MediumSource: industryweek.com (opens in a new tab) · added 2 May 2026
IDP · Source to Pay
Guided Supplier Invoice Onboarding with Extraction Validation
Potential: MediumEffort: MediumSource: help.sap.com (opens in a new tab) · added 27 Mar 2026
LLM · Governance
Natural Language Business Partner Governance Updates
Potential: MediumEffort: MediumCompliance-relevantSource: help.sap.com (opens in a new tab) · added 26 Mar 2026
LLM · Acquire to Decommission
Natural Language Creation of Fixed Asset Masters
Potential: MediumEffort: MediumCompliance-relevantSource: news.sap.com (opens in a new tab) · added 26 Mar 2026
LLM · Source to Pay
Text-to-Process Generation for Standard Workflows
Potential: MediumEffort: MediumCompliance-relevantSource: help.sap.com (opens in a new tab) · added 25 Mar 2026
Machine Learning · Recruit to Retire
Automated Collections and Dispute Case Prioritization
Potential: MediumEffort: MediumCompliance-relevantSource: help.sap.com (opens in a new tab) · added 24 Mar 2026
Machine Learning · Idea to Market
Closed-Loop Model Improvement from Inspection Feedback
Potential: MediumEffort: MediumCompliance-relevantSource: help.sap.com (opens in a new tab) · added 23 Mar 2026
LLM · Plan to Fulfill
CAPA Root Cause Summarization and Recommendation
Potential: MediumEffort: MediumCompliance-relevantSource: recorded in the knowledge graph · added 22 Mar 2026
LLM + Analytics · Acquire to Decommission
Safety Incident Triage and Auto-Classification
Potential: MediumEffort: MediumSource: recorded in the knowledge graph · added 22 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
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
259 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.
