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
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
LLM · Lead to Cash
Automated Incident Resolution Note Generation
Potential: HighEffort: LowSource: kaptius.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Automated Incident Summarization and Triage
Potential: HighEffort: LowSource: novelvista.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Automated Incident Summarization for Service Agents
Potential: HighEffort: LowSource: youtube.com (opens in a new tab) · added 21 Sept 2026
IDP + LLM · Lead to Cash
Automated Job Requisition Intake and Matching
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Automated Process Drift Detection and Remediation
Potential: HighEffort: MediumSource: learn.g2.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Lead to Cash
Automated Production Master Data and Routing Optimization
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Autonomous Hire-to-Retire Lifecycle Orchestration
Potential: HighEffort: HighSource: automationanywhere.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Autonomous IT Incident Triage and Remediation
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Lead to Cash
Autonomous Production Order Release Agent
Potential: HighEffort: MediumSource: savictech.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Autonomous Recruiter Agent for Candidate Screening
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Capacity-Aware Scaling for Production ML Endpoints
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Clinical Guideline Reasoning Agent Skills
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Cold Chain Anomaly Detection and Monitoring
Potential: HighEffort: MediumSource: pharmaceuticalcommerce.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Compliance-Aware Generative AI Access Governance
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Conversational SAP User Training Assistant
Potential: MediumEffort: LowSource: cygnet.one (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Cross-Industry Transferable AI Models for Demand Forecasting
Potential: MediumEffort: MediumSource: ibm.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Custom Agent Builder for Business Workflows
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Defense Mission Readiness Prediction
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 21 Sept 2026
Machine Learning · Lead to Cash
Instant Demand Forecasting with Tabular Foundation Model
Potential: HighEffort: LowSource: news.sap.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Low-Latency LLM Serving via Disaggregated Prefill and Decode
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Managed Runtime Migration for AI Agents
Potential: MediumEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
Optimization · Lead to Cash
Material and Capacity Conflict Resolution Advisor
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 21 Sept 2026
LLM · Lead to Cash
Multi-Agent HR Workflow Orchestration
Potential: HighEffort: HighSource: juicebox.ai (opens in a new tab) · added 21 Sept 2026
LLM + Analytics · Lead to Cash
Multi-Agent Orchestration for Analyst Workflows
Potential: HighEffort: HighSource: aws.amazon.com (opens in a new tab) · added 21 Sept 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.
