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
2,353 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
Digital Twin Simulation for Pharma Supply Chain
Potential: HighEffort: HighSource: sas.com (opens in a new tab) · added 3 Aug 2026
Optimization · Lead to Cash
Digital Twin Simulation for Process Optimization
Potential: HighEffort: HighSource: manufacturingdigital.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Digital Worker Lifecycle Governance and Onboarding
Potential: HighEffort: HighSource: siliconangle.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Dynamic Multi-Model AI Orchestration
Potential: MediumEffort: HighSource: snowflake.com (opens in a new tab) · added 3 Aug 2026
Optimization · Lead to Cash
Dynamic Pricing Optimization for B2B Channels
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Edge AI Vision for Distributed Manufacturing Sites
Potential: MediumEffort: MediumSource: quasa.io (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Edge-Based Safety and Security Incident Detection
Potential: MediumEffort: MediumSource: eenewseurope.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Food Packaging Contamination Detection
Potential: HighEffort: MediumSource: straitsresearch.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Frictionless Checkout with Computer Vision
Potential: HighEffort: HighSource: nielseniq.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
Generative AI for Supply Chain Planning Copilot
Potential: MediumEffort: MediumSource: masterofcode.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Generative AI-Led Robotics Automation
Potential: MediumEffort: HighSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Ground Truth Integration for Model Performance Validation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 3 Aug 2026
IDP + LLM · Lead to Cash
Intelligent Adverse Event Case Processing
Potential: HighEffort: MediumSource: clinicalleader.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Intelligent Credit Risk Scoring for Customer Onboarding
Potential: HighEffort: MediumSource: ssonetwork.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Intelligent Drug Discovery Documentation
Potential: HighEffort: HighSource: snowflake.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
IoT-Driven Predictive Quality Trend Forecasting
Potential: HighEffort: HighSource: cio.economictimes.indiatimes.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Joule-Assisted Problem Report Creation
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
LLM Traffic Attribution and Analytics
Potential: MediumEffort: LowSource: salesforce.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
LLM-Assisted Pharmacovigilance Case Processing
Potential: HighEffort: HighSource: lifesciences.transperfect.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Lead to Cash
LLM-Powered Customer Service Ticket Resolution
Potential: HighEffort: MediumSource: case-studies.ai (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Maverick Spend Detection
Potential: MediumEffort: LowSource: google.com (opens in a new tab) · added 3 Aug 2026
Computer Vision · Lead to Cash
Model-Based Digital Thread Quality Validation
Potential: MediumEffort: HighSource: metrology.news (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Multi-Agent Orchestration for Order Fulfillment
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Natural Language Formula Generation in IBP Excel
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 3 Aug 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
380 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.
