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
56 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 + Analytics · Lead to Cash
Agentic Search for Real-Time Market Intelligence
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Finance
Autonomous Supplier Discovery and Vetting
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Finance
Candidate Sourcing via Agentic Web Search
Potential: MediumEffort: MediumSource: aimultiple.com (opens in a new tab) · added 24 Aug 2026
LLM · Governance
Latency-Optimized Search API Selection for AI Agents
Potential: MediumEffort: LowSource: aimultiple.com (opens in a new tab) · added 24 Aug 2026
LLM + Analytics · Plan to Fulfill
Real-Time Product Trend Discovery for Merchandising
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 24 Aug 2026
LLM · Governance
Regulatory Change Monitoring for Pharma Compliance
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 24 Aug 2026
Machine Learning · Governance
Anomaly Detection in Financial Close Data
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
LLM · Plan to Fulfill
Automated Data Cataloging and Metadata Enrichment
Potential: MediumEffort: MediumSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Databricks Integration for Advanced ML Workloads
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
LLM · Finance
Google Vertex AI Grounding on SAP Data
Potential: MediumEffort: HighSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
LLM · Governance
Natural Language Data Querying with Joule
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
Machine Learning · Lead to Cash
Predictive Demand Forecasting via Datasphere Models
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
LLM + Analytics · Governance
Unified Data Fabric for Cross-Domain Analytics
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 17 Aug 2026
LLM · Finance
Joule Copilot for Procurement Self-Service
Potential: HighEffort: LowSource: aimultiple.com (opens in a new tab) · added 10 Aug 2026
Optimization · Lead to Cash
AI Agent for Production Planning Optimization
Potential: MediumEffort: HighSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
AI-Driven Candidate Screening and Onboarding
Potential: MediumEffort: MediumSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
AI-Driven Drug Discovery and Target Identification
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
LLM · Lead to Cash
Automated Incident Triage and Resolution Agent
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Source to Pay
Automated Spend Classification and Analytics
Potential: HighEffort: LowSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
LLM · Finance
Autonomous Sourcing Event Orchestration
Potential: HighEffort: HighSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
LLM + Analytics · Source to Pay
Category-Level Price Benchmarking and Negotiation Support
Potential: MediumEffort: MediumSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
LLM · Source to Pay
Conversational Procurement Assistant for Requisitions
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
LLM · Governance
Custom Joule Agent Builder for Business Workflows
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 3 Aug 2026
Machine Learning · Lead to Cash
Demand Forecasting for Direct Materials Procurement
Potential: HighEffort: MediumSource: aimultiple.com (opens in a new tab) · added 3 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
2 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.
