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
LLM · Idea to Market
Duplicate Feedback Detection and Consolidation
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Optimization · Idea to Market
Energy and Emissions Optimization in Production
Potential: HighEffort: HighSource: cen.acs.org (opens in a new tab) · added 5 Oct 2026
LLM · Idea to Market
GPU-Colocated Agent Orchestration for Long-Running Jobs
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
Machine Learning · Idea to Market
Sentiment Analysis on Customer Influence Submissions
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 5 Oct 2026
Optimization · Idea to Market
AI Optimization of Distillation and Batch Reactors
Potential: HighEffort: HighSource: blog.se.com (opens in a new tab) · added 28 Sept 2026
LLM · Idea to Market
Automated Business Process Documentation
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Idea to Market
Implementation Scope and Effort Estimation
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
Machine Learning · Idea to Market
Product Catalog Data Optimization
Potential: MediumEffort: LowSource: theaieconomy.substack.com (opens in a new tab) · added 28 Sept 2026
LLM + Analytics · Idea to Market
Production Planning Agent for Order Release
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 28 Sept 2026
LLM · Idea to Market
AI-Assisted Change Management Review
Potential: MediumEffort: MediumSource: novelvista.com (opens in a new tab) · added 21 Sept 2026
IDP · Idea to Market
Automated HR Document Processing
Potential: HighEffort: LowSource: hrmoutlook.com (opens in a new tab) · added 21 Sept 2026
LLM · Idea to Market
AI Product Data Classification and Enrichment
Potential: MediumEffort: LowSource: gocrisp.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Idea to Market
Automated Service Release Impact Analysis
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 14 Sept 2026
LLM + Analytics · Idea to Market
Developer Productivity Analytics with AI
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 14 Sept 2026
Computer Vision · Idea to Market
Robot Cell Camera Feedback and Alignment
Potential: HighEffort: HighSource: futuremarketinsights.com (opens in a new tab) · added 14 Sept 2026
Machine Learning · Idea to Market
AI-Driven Process Simulation for Scenario Planning
Potential: MediumEffort: MediumSource: cxtoday.com (opens in a new tab) · added 7 Sept 2026
LLM · Idea to Market
CI/CD-Integrated Documentation Refresh Agent
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Optimization · Idea to Market
Intelligent Process Control for Energy Optimization
Potential: HighEffort: HighSource: globenewswire.com (opens in a new tab) · added 7 Sept 2026
LLM · Idea to Market
LLM-Based Robot Programming Assistant
Potential: MediumEffort: MediumSource: gminsights.com (opens in a new tab) · added 7 Sept 2026
LLM + Analytics · Idea to Market
AI Agents for Autonomous Production Planning
Potential: HighEffort: HighSource: diginomica.com (opens in a new tab) · added 31 Aug 2026
Optimization · Idea to Market
AI-Driven Production Yield Optimization
Potential: HighEffort: HighSource: globenewswire.com (opens in a new tab) · added 31 Aug 2026
Machine Learning · Idea to Market
Automated Rollback Decision Support
Potential: MediumEffort: MediumSource: augmentcode.com (opens in a new tab) · added 31 Aug 2026
LLM · Idea to Market
Automated Storyboard Generation from Briefs
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 31 Aug 2026
LLM · Idea to Market
AI-Assisted Marketing Content Generation for Pharma
Potential: HighEffort: MediumSource: mmm-online.com (opens in a new tab) · added 24 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
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.
