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
641 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 · Plan to Fulfill
AI-Based Product Master Data Enrichment
Potential: MediumEffort: LowSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
Computer Vision · Plan to Fulfill
Automated Dental Image Quality Scoring
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
LLM · Plan to Fulfill
Automated Profitability Variance Explanation
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
IDP + LLM · Plan to Fulfill
Batch Release Review Acceleration
Potential: HighEffort: HighSource: korber-pharma.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Plan to Fulfill
Master Data Deduplication and Enrichment
Potential: MediumEffort: MediumSource: sap.com (opens in a new tab) · added 13 Jul 2026
LLM + Analytics · Plan to Fulfill
Natural Language BI for Sales Performance Analysis
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
Machine Learning · Plan to Fulfill
Predictive Attrition and Retention Risk Scoring
Potential: HighEffort: MediumSource: news.sap.com (opens in a new tab) · added 13 Jul 2026
Computer Vision · Plan to Fulfill
Real-Time Dental X-Ray Quality Verification
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 13 Jul 2026
Optimization · Plan to Fulfill
Safety Stock and Inventory Optimization
Potential: HighEffort: MediumSource: kinaxis.com (opens in a new tab) · added 13 Jul 2026
LLM + Analytics · Plan to Fulfill
AI-Assisted Batch Release in Pharma
Potential: HighEffort: HighSource: mckinsey.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Plan to Fulfill
AI-Based Master Data Quality Management
Potential: MediumEffort: LowSource: sap.com (opens in a new tab) · added 6 Jul 2026
Optimization · Plan to Fulfill
AI-Enhanced Safety Stock and Inventory Optimization
Potential: HighEffort: MediumSource: o9solutions.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Plan to Fulfill
Automated Protein Binder Screening and Validation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
IDP + LLM · Plan to Fulfill
Bilingual Named Entity Recognition for Cargo Documents
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
LLM · Plan to Fulfill
Multi-Hop Reasoning over Regulatory Documents
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Plan to Fulfill
Real-Time Inventory Feed Enrichment for AI Agents
Potential: HighEffort: MediumSource: letsdatascience.com (opens in a new tab) · added 6 Jul 2026
Machine Learning · Plan to Fulfill
Sales Forecasting and Opportunity Scoring
Potential: MediumEffort: LowSource: salesforce.com (opens in a new tab) · added 6 Jul 2026
Optimization · Plan to Fulfill
Transportation Load Building and Route Optimization
Potential: HighEffort: MediumSource: blueyonder.com (opens in a new tab) · added 6 Jul 2026
Computer Vision · Plan to Fulfill
Warehouse Robotics with Vision and RL
Potential: MediumEffort: HighSource: symbotic.com (opens in a new tab) · added 6 Jul 2026
LLM · Plan to Fulfill
AI-Based Deviation and CAPA Drafting in GxP Quality
Potential: MediumEffort: MediumSource: ataccama.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Plan to Fulfill
Automated Quality Inspection Video Enhancement
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
LLM · Plan to Fulfill
Automated Semantic Dataset and Dashboard Generation
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 29 Jun 2026
Computer Vision · Plan to Fulfill
Computer Vision Pharmaceutical Visual Inspection
Potential: HighEffort: HighSource: intuitionlabs.ai (opens in a new tab) · added 29 Jun 2026
LLM · Plan to Fulfill
Conversational AI Booking Assistant for Travelers
Potential: HighEffort: MediumSource: hospitalitynet.org (opens in a new tab) · added 29 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 in this selection
198 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.
