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
Showing all 5,390 use cases. 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.
Latest additionsnewest first
LLM + Analytics · Lead to Cash
Governed AI-Ready Customer 360 for Sales Agents
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM · Lead to Cash
GRPO-Tuned Code Generation for ERP Customization
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
IDP + LLM · Finance
Intelligent Clinical Document Extraction and Classification
Potential: HighEffort: MediumSource: fiercebiotech.com (opens in a new tab) · added 11 May 2026
Machine Learning · Finance
Intelligent Duplicate Detection for Customer and Supplier Records
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
RPA + AI · Finance
Intelligent Invoice Routing and Approval Workflow
Potential: HighEffort: LowSource: fintechmagazine.com (opens in a new tab) · added 11 May 2026
Optimization · Source to Pay
Intelligent Pick Path Optimization
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
LLM · Acquire to Decommission
Intelligent Veterinary Case Triage
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 11 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 · Lead to Cash
Natural Language Model Customization Workflow
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Governance
Natural Language Querying of Structured Financial Datasets
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
LLM · Lead to Cash
Natural Language to Seismic Workflow Generation
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Order-to-Cash Cycle Time Prediction
Potential: HighEffort: MediumSource: celonis.com (opens in a new tab) · added 11 May 2026
LLM · Source to Pay
Pay-Per-Use API and Service Consumption by Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Predictive Demand Planning from Tabular ERP Data
Potential: HighEffort: HighSource: techcrunch.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Predictive Demand Sensing on Sparse Tabular Data
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Plan to Fulfill
Predictive Inbound Workload Forecasting
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Predictive Maintenance for Pharma Production Equipment
Potential: HighEffort: MediumSource: pharmaphorum.com (opens in a new tab) · added 11 May 2026
Machine Learning · Acquire to Decommission
Predictive Maintenance with Digital Twin
Potential: HighEffort: HighSource: mutuallyhuman.com (opens in a new tab) · added 11 May 2026
Machine Learning · Finance
Predictive Site Quality Risk Scoring
Potential: HighEffort: MediumSource: fiercebiotech.com (opens in a new tab) · added 11 May 2026
Machine Learning · Finance
Process Mining for Purchase-to-Pay Optimization
Potential: HighEffort: MediumSource: celonis.com (opens in a new tab) · added 11 May 2026
Machine Learning · Lead to Cash
Production Process Conformance Checking
Potential: MediumEffort: MediumSource: money.rediff.com (opens in a new tab) · added 11 May 2026
Optimization · Source to Pay
Production Scheduling Optimization for Flexible Manufacturing
Potential: HighEffort: HighSource: pharmaphorum.com (opens in a new tab) · added 11 May 2026
LLM + Analytics · Lead to Cash
Production Trace-Based Agent Prompt Optimization
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 11 May 2026
Machine Learning · Plan to Fulfill
Quality Deviation Prediction in Batch Manufacturing
Potential: HighEffort: MediumSource: news.sap.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
499 distinct sources.
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.
