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 · Governance
AI-Driven Response Validation for BI
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI-Driven Revenue Cycle Optimization
Potential: HighEffort: MediumSource: finance.yahoo.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
AI-Driven Sales Lead Qualification and Scoring
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI-Driven Suspicious Transaction Pattern Detection
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Plan to Fulfill
AI-Enhanced Visual Inspection of EV Battery Assembly
Potential: HighEffort: HighSource: themanufacturer.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
AI-Powered Call Center Agent Assist
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
AI-Powered Concept Screening for Innovation
Potential: HighEffort: MediumSource: markets.ft.com (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
AI-Powered Employee Onboarding Assistant
Potential: MediumEffort: LowSource: harbingergroup.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Governance
AI-Powered Financial Close Acceleration
Potential: HighEffort: MediumSource: finance.yahoo.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Lead Scoring and Qualification
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Finance
AI-Powered Process Discovery and Mining
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Promotion Optimization for Consumer Goods
Potential: MediumEffort: MediumSource: apnews.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Resale Item Valuation and Pricing
Potential: HighEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Lead to Cash
AI-Powered Robotic Assembly for Electronics Manufacturing
Potential: HighEffort: HighSource: blockchain.news (opens in a new tab) · added 1 Jun 2026
LLM · Lead to Cash
AI-Powered Service Case Deflection and Resolution
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Idea to Market
AI-Powered Social Commerce Trend Detection
Potential: MediumEffort: MediumSource: retailtouchpoints.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Lead to Cash
AI-Powered Subscription Upsell for Virtual Care
Potential: MediumEffort: LowSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
Computer Vision · Plan to Fulfill
AI-Powered Visual Quality Inspection on Production Line
Potential: HighEffort: MediumSource: roboticsandautomationnews.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Finance
Anomaly Detection in Procurement Transactions
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 1 Jun 2026
Machine Learning · Plan to Fulfill
Assortment Optimization for Flat Demand Categories
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 1 Jun 2026
LLM + Analytics · Lead to Cash
Automated AML Alert Triage and Investigation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
IDP + LLM · Governance
Automated Bank Statement Data Extraction
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 1 Jun 2026
IDP + LLM · Lead to Cash
Automated Clinical Document Extraction
Potential: HighEffort: MediumSource: finance.yahoo.com (opens in a new tab) · added 1 Jun 2026
IDP + LLM · Governance
Automated Extraction of FDA Inspection Report Findings
Potential: HighEffort: LowSource: business-standard.com (opens in a new tab) · added 1 Jun 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.
