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
105 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
Machine Learning · Idea to Market
Edge AI Inference for Resilient Plant Operations
Potential: MediumEffort: HighSource: shopify.com (opens in a new tab) · added 9 Nov 2026
Machine Learning · Idea to Market
AI-Based Deduction and Dispute Management
Potential: HighEffort: MediumSource: highradius.com (opens in a new tab) · added 2 Nov 2026
Optimization · Idea to Market
AI-Based Process Optimization in Petrochemical Manufacturing
Potential: HighEffort: HighSource: ey.com (opens in a new tab) · added 2 Nov 2026
Machine Learning · Idea to Market
Predictive Analytics for Smart Manufacturing Output
Potential: HighEffort: MediumSource: deloitte.com (opens in a new tab) · added 2 Nov 2026
Computer Vision · Idea to Market
Rapid Product Changeover via Vision Template Loading
Potential: MediumEffort: MediumSource: detroitnews.com (opens in a new tab) · added 2 Nov 2026
LLM · Idea to Market
Agent-Driven Project Status Reporting
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Idea to Market
Generative AI for Production Planning Optimization
Potential: HighEffort: MediumSource: manufacturingdigital.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Idea to Market
Lights-Out Factory Autonomous Production Control
Potential: HighEffort: HighSource: eu.36kr.com (opens in a new tab) · added 26 Oct 2026
Machine Learning · Idea to Market
Remaining Useful Life Estimation for Rotating Equipment
Potential: MediumEffort: MediumSource: automation.com (opens in a new tab) · added 26 Oct 2026
IDP + LLM · Idea to Market
Structured Product Data Enrichment for AI Discoverability
Potential: HighEffort: MediumSource: axios.com (opens in a new tab) · added 26 Oct 2026
Computer Vision · Idea to Market
Vision-Guided Robotics for Assembly
Potential: HighEffort: HighSource: indexbox.io (opens in a new tab) · added 26 Oct 2026
Machine Learning · Idea to Market
AI-Driven Chemical Additive Dosing Optimization
Potential: MediumEffort: HighSource: blog.se.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Idea to Market
AI-Driven Formulation R&D Acceleration
Potential: HighEffort: HighSource: ifactoryapp.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Idea to Market
Finite Capacity Planning with Scenario Modeling
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 19 Oct 2026
Machine Learning · Idea to Market
Agent Behavior Anomaly Detection
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 12 Oct 2026
IDP + LLM · Idea to Market
AI-Driven Laboratory Operations Data Capture
Potential: MediumEffort: MediumSource: tulip.co (opens in a new tab) · added 12 Oct 2026
LLM · Idea to Market
Automated Deduction and Dispute Resolution
Potential: MediumEffort: MediumSource: thenextweb.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Idea to Market
Field Force Deep Insights Gap Detection
Potential: HighEffort: MediumSource: tellius.com (opens in a new tab) · added 12 Oct 2026
LLM · Idea to Market
Generative AI Copilot for Shop Floor Operators
Potential: HighEffort: MediumSource: blogs.nvidia.com (opens in a new tab) · added 12 Oct 2026
Machine Learning · Idea to Market
Humanoid Robot Training via Synthetic Data
Potential: MediumEffort: HighSource: blogs.nvidia.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Idea to Market
Real-Time Production Performance Insights
Potential: HighEffort: LowSource: tulip.co (opens in a new tab) · added 12 Oct 2026
LLM · Idea to Market
Agent-Ready Product Catalog Enrichment
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
LLM · Idea to Market
AI-Driven In-Depth Customer Interviews
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 5 Oct 2026
LLM + Analytics · Idea to Market
Billing Dispute Detection and Resolution Support
Potential: MediumEffort: MediumSource: dealhub.io (opens in a new tab) · added 5 Oct 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
67 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.
