Generative AI platforms & models
Amazon Bedrock Flows & Prompt management vs Microsoft Agent Framework / Prompt flow
Bedrock Flows (with Prompt management) maps most closely to Microsoft Agent Framework workflows on Azure.
The older Azure Prompt flow is deprecated and retires on April 20, 2027.
Side-by-side comparison
| Aspect | Amazon Web Services | Microsoft Azure |
|---|---|---|
| Service | Amazon Bedrock Flows & Prompt management | Microsoft Agent Framework Prompt flow Deprecated |
| Lifecycle | Generally available | Generally available Retires Apr 20, 2027 in Microsoft Foundry and Azure Machine Learning. Container images no longer receive updates. Microsoft recommends Microsoft Agent Framework. |
| What it is | Visual or API-built workflows linking prompts, models, knowledge bases, Lambda, and other AWS services, with versions and aliases. | Microsoft's open-source SDK for building agents and multi-agent workflows in code. Recommended as the replacement for Prompt flow and as a hosted-agent framework. Visual/code orchestration of LLM, prompt, and Python tool flows. |
| Pricing model | Flows bills per node transition, plus the model, knowledge base, and Lambda usage it triggers. | Agent Framework is open-source (no charge). You pay for the models, tools, and compute you run, such as hosted-agent container compute. |
| Docs | Amazon Bedrock Flows & Prompt management docs | Microsoft Agent Framework docs Prompt flow docs |
| Pricing page | Amazon Bedrock Flows & Prompt management pricing | — |
| Exams | Generative AI Developer – Professional | AI-103 AI-500 |
Key differences
- Bedrock Flows is a managed, visual service with nodes (prompt, knowledge base, Lambda, and more), immutable versions, and aliases called through InvokeFlow.
- Microsoft Agent Framework is an SDK (code-first). You host it yourself or as a Foundry hosted agent, so there's no fully managed visual flow service with the same shape.
- Prompt flow container images no longer receive updates, so don't start new work on it.
Pricing summary
Pricing models only. No prices are quoted because they change by region and over time.
- AWS
- Flows bills per node transition, plus the model, knowledge base, and Lambda usage it triggers. Amazon Bedrock Flows & Prompt management pricing →
- Azure
- Agent Framework is open-source (no charge). You pay for the models, tools, and compute you run, such as hosted-agent container compute.
Certification exam mapping
| Exam | Provider | Level | Status |
|---|---|---|---|
| AWS Certified Generative AI Developer – Professional | AWS | Professional | current Exam code not confirmed from the official page at build time; shown by name only. |
| Microsoft Certified – Azure AI Apps and Agents Developer Associate AI-103 | Azure | Associate | current Generative AI and agentic solutions with Microsoft Foundry using Python. Successor in scope to the retired AI-102. |
| Microsoft Certified – Multi-Agent AI Solutions Expert AI-500 | Azure | Expert | current |
Relevance is based on each exam's published scope, not a line-by-line objective match. Check the official study guide.
Verification notes
- Bedrock Flows pricing unit (per node transition) is from the Bedrock pricing page structure. Confirm current terms on the pricing page.
FAQ
What is the Azure equivalent of Amazon Bedrock Flows & Prompt management?
Bedrock Flows (with Prompt management) maps most closely to Microsoft Agent Framework workflows on Azure. The older Azure Prompt flow is deprecated and retires on April 20, 2027.
How does pricing compare between Amazon Bedrock Flows & Prompt management and Microsoft Agent Framework and Prompt flow?
AWS: Flows bills per node transition, plus the model, knowledge base, and Lambda usage it triggers. Azure: Agent Framework is open-source (no charge). You pay for the models, tools, and compute you run, such as hosted-agent container compute. Check the official pricing pages for current rates.
Which certification exams cover this topic?
AWS Certified Generative AI Developer – Professional; Microsoft Certified – Azure AI Apps and Agents Developer Associate (AI-103); Microsoft Certified – Multi-Agent AI Solutions Expert (AI-500).