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
Machine Learning · Lead to Cash
Anomaly Detection in Production Equipment
Potential: HighEffort: MediumSource: researchgate.net (opens in a new tab) · added 2 May 2026
Machine Learning
Anomaly Detection in Vehicle Sensor Data
Potential: HighEffort: MediumSource: forbes.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Anomaly Detection on Equipment Sensor Data
Potential: HighEffort: MediumCompliance-relevantSource: bisinfotech.com (opens in a new tab) · added 2 May 2026
Machine Learning · Finance
AP Exception Detection and Resolution Assistant
Potential: HighEffort: MediumSource: fashionista.com (opens in a new tab) · added 2 May 2026
Machine Learning
AP Fraud and Duplicate Payment Detection
Potential: HighEffort: MediumSource: accountingtoday.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
Approval Routing Recommendation Engine
Potential: MediumEffort: LowSource: fashionista.com (opens in a new tab) · added 2 May 2026
Computer Vision
AR-Based Virtual Try-On for Beauty Products
Potential: HighEffort: MediumSource: markets.ft.com (opens in a new tab) · added 2 May 2026
Machine Learning · Plan to Fulfill
Attrition Risk Detection and Retention Recommendations
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
Machine Learning
Attrition Risk Prediction for Scientific Talent
Potential: MediumEffort: MediumCompliance-relevantSource: devdiscourse.com (opens in a new tab) · added 2 May 2026
Machine Learning · Governance
Automated Account Reconciliation
Potential: HighEffort: MediumSource: fashionista.com (opens in a new tab) · added 2 May 2026
Machine Learning · Lead to Cash
Automated Call Transcription for Customer Service
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Governance
Automated Carbon Emissions Data Classification
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Lead to Cash
Automated Competitive Price Comparison
Potential: MediumEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 2 May 2026
Machine Learning
Automated Compliance Validation for Integration Migrations
Potential: MediumEffort: MediumCompliance-relevantSource: issuewire.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Finance
Automated Contract Clause Extraction and Annotation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Acquire to Decommission
Automated Cross-Border Compliance Checks
Potential: MediumEffort: MediumSource: inboundlogistics.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Governance
Automated Customs Documentation Processing
Potential: MediumEffort: LowSource: providencejournal.com (opens in a new tab) · added 2 May 2026
IDP · Plan to Fulfill
Automated Document Classification for eTMF
Potential: HighEffort: MediumSource: hitconsultant.net (opens in a new tab) · added 2 May 2026
RPA + AI
Automated Employee Lifecycle Provisioning
Potential: HighEffort: MediumSource: itnews.com.au (opens in a new tab) · added 2 May 2026
LLM · Recruit to Retire
Automated Employee Service Request Handling
Potential: HighEffort: MediumSource: hrexecutive.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Finance
Automated ERP Data Entry via AI Transformation Layer
Potential: HighEffort: MediumSource: manilatimes.net (opens in a new tab) · added 2 May 2026
Machine Learning · Source to Pay
Automated Expense Generation from Card Transactions
Potential: HighEffort: LowSource: skift.com (opens in a new tab) · added 2 May 2026
IDP + LLM · Governance
Automated Extraction of Regulatory Guidance Updates
Potential: MediumEffort: LowSource: chemanager-online.com (opens in a new tab) · added 2 May 2026
LLM + Analytics · Governance
Automated Financial Statement Analysis and Reporting
Potential: HighEffort: MediumCompliance-relevantSource: aws.amazon.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
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.
