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 11 Nov 2026 · 883 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
1,847 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 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
Multi-Agent Supervision Operating Model
Potential: MediumEffort: HighCompliance-relevantSource: insurancejournal.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Multilingual Marketing Copy Generation
Potential: HighEffort: LowSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Multimodal Product Content Generation for Retail
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Governance
Natural Language Query for Financial Reporting
Potential: HighEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Orchestrated AI Agents for Employee Onboarding
Potential: MediumEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM · Acquire to Decommission
Patient-Facing Drug Safety Insights Assistant
Potential: MediumEffort: MediumSource: hitconsultant.net (opens in a new tab) · added 2 May 2026
LLM · Recruit to Retire
Personalized AI Career Guidance for Employees
Potential: HighEffort: MediumSource: prnewswire.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Personalized Career Guidance Agent
Potential: HighEffort: MediumSource: oracle.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Personalized Photo Book Title Generation
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Recruit to Retire
Rare Disease Target Identification
Potential: MediumEffort: HighCompliance-relevantSource: pharmaphorum.com (opens in a new tab) · added 2 May 2026
LLM · Governance
Regulatory Submission Drafting with LLMs
Potential: HighEffort: MediumSource: pitchbook.com (opens in a new tab) · added 2 May 2026
LLM · Governance
Reinforcement Fine-Tuning of Domain LLMs with LLM-as-a-Judge
Potential: MediumEffort: HighSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM
System-Agnostic AI Agents for Clinical Operations
Potential: MediumEffort: HighSource: hitconsultant.net (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Trusted Enterprise Data Grounding for Customer AI
Potential: MediumEffort: HighCompliance-relevantSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Trusted Orchestration of Multi-Agent AI Workflows
Potential: HighEffort: HighSource: news.sap.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Trustworthy Customer Service Agents for Regulated Sectors
Potential: HighEffort: MediumSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Unified AI Agent for HCP Engagement
Potential: HighEffort: HighSource: salesforce.com (opens in a new tab) · added 2 May 2026
LLM · Source to Pay
Virtual Card Management with Integrated Chat
Potential: MediumEffort: MediumSource: skift.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Voice-Based Incident Reporting and Resolution
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Voice-Driven HR Self-Service Assistant
Potential: MediumEffort: MediumCompliance-relevantSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Voice-Enabled Customer Service Assistant
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Voice-Enabled Customer Service Resolution
Potential: HighEffort: MediumSource: aws.amazon.com (opens in a new tab) · added 2 May 2026
LLM · Lead to Cash
Workforce Upskilling Copilot for Plant Operators
Potential: MediumEffort: LowSource: ien.com (opens in a new tab) · added 2 May 2026
LLM · Finance
AI-Assisted Contract Risk and Clause Review
Potential: HighEffort: MediumSource: sap.com (opens in a new tab) · added 28 Mar 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
273 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.
