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
60 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
Machine Learning · Lead to Cash
Accelerated ML Model Training Container Startup
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM + Analytics · Lead to Cash
Self-Service Data Exploration for Operations
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM
Team-Based Access Control for QA Assets
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 2 Nov 2026
LLM · Recruit to Retire
AI-Assisted Employee Onboarding Q&A
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Finance
Automated Task Assignment and Updates
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Finance
Procurement Policy and Supplier Knowledge Retrieval
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM + Analytics · Plan to Fulfill
Retail Store Network Geospatial Analytics
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 26 Oct 2026
LLM · Lead to Cash
Guardrail Enforcement for Generative AI Outputs
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 19 Oct 2026
LLM · Lead to Cash
Agent-Driven GenAI Inference Benchmarking
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM · Finance
Automated Inference Deployment Comparison
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Finance
Autonomous Agent Spend Control and Governance
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM + Analytics · Lead to Cash
Autonomous Workflow Prioritization for Automation
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM · Lead to Cash
Cost-Optimized LLM Inference with Prompt Caching
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 12 Oct 2026
LLM · Source to Pay
Agent-Based Single Contract Q&A
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Recruit to Retire
Grounded Response Guardrails for Claims Answers
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 5 Oct 2026
LLM · Finance
Embedded AI Assistance in Developer Tools
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 28 Sept 2026
Machine Learning · Plan to Fulfill
Automated Inference Instance Recommendation for ML Models
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 21 Sept 2026
RPA + AI · Lead to Cash
Automated User Permission Provisioning at Onboarding
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
Cross-Region Inference for Global Customer Service
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
PII Masking in Incident Tickets and Support Logs
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
RPA + AI · Governance
Retroactive Batch Permission Remediation
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 14 Sept 2026
LLM · Lead to Cash
AI-Generated Email Drafting and Reply Suggestions
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
LLM · Lead to Cash
Automated Calendar Scheduling via Email Agents
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 7 Sept 2026
Machine Learning · Lead to Cash
Cost-Efficient Forecast Inference Operations
Potential: MediumEffort: LowSource: aws.amazon.com (opens in a new tab) · added 31 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
1 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.
