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
Generative Design Recommendations for Product Innovation
Potential: HighEffort: HighSource: stocktitan.net (opens in a new tab) · added 20 Jul 2026
Optimization · Idea to Market
Physics-Informed Process Optimization
Potential: HighEffort: HighSource: techcrunch.com (opens in a new tab) · added 20 Jul 2026
LLM · Idea to Market
AI-Assisted Customer Review Submission and Moderation
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
LLM · Idea to Market
Evidence-Grounded Research Question Answering
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
IDP + LLM · Idea to Market
Automated Scanned Document Digitization at Scale
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM + Analytics · Idea to Market
Generative Engine Optimization for Product Catalogs
Potential: HighEffort: MediumSource: letsdatascience.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Idea to Market
Generative Protein Design and Structure Prediction
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
Optimization · Idea to Market
Yield and Recipe Optimization in Chemicals
Potential: HighEffort: HighSource: basf.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Idea to Market
Automated Change Risk Assessment
Potential: MediumEffort: MediumSource: cnn.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Idea to Market
Batch Marketing Image Generation at Scale
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Idea to Market
Generative Ad Creative Optimization
Potential: HighEffort: MediumSource: chainstoreage.com (opens in a new tab) · added 29 Jun 2026
Machine Learning · Idea to Market
Intelligent Change Impact Analysis
Potential: MediumEffort: MediumSource: news.sap.com (opens in a new tab) · added 22 Jun 2026
LLM · Idea to Market
GenAI Content Generation for CPG Marketing
Potential: MediumEffort: LowSource: smartdev.com (opens in a new tab) · added 15 Jun 2026
Machine Learning · Idea to Market
Predictive Statistical Process Control for Yield Optimization
Potential: HighEffort: MediumSource: thelec.net (opens in a new tab) · added 15 Jun 2026
Machine Learning · Idea to Market
Thermal Physics Simulation for Product R&D
Potential: HighEffort: HighSource: manilatimes.net (opens in a new tab) · added 8 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 · Idea to Market
Production Throughput Forecasting and Planning
Potential: MediumEffort: MediumSource: blockchain.news (opens in a new tab) · added 1 Jun 2026
Machine Learning · Idea to Market
AI Drug Discovery Target Identification
Potential: HighEffort: HighSource: nvidia.com (opens in a new tab) · added 20 May 2026
LLM · Idea to Market
Automated Operations Documentation Generation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 20 May 2026
Machine Learning · Idea to Market
Ultra-Precise AI Process Control for Semiconductor and Aerospace Manufacturing
Potential: HighEffort: HighSource: kipost.net (opens in a new tab) · added 20 May 2026
Machine Learning · Idea to Market
Ultra-Precise AI Process Control in Semiconductor Manufacturing
Potential: HighEffort: HighSource: manilatimes.net (opens in a new tab) · added 20 May 2026
LLM + Analytics · Idea to Market
AI-Driven Seasonal Collection Design Support
Potential: MediumEffort: MediumSource: wwd.com (opens in a new tab) · added 18 May 2026
LLM · Idea to Market
Agentic Assistant for Marketing Content Generation
Potential: MediumEffort: LowSource: salesforce.com (opens in a new tab) · added 11 May 2026
LLM · Idea to Market
Generative AI for Toy Product Design and Concepting
Potential: HighEffort: MediumSource: cnbc.com (opens in a new tab) · added 11 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 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.
