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AI Agents in Production: Which Platform Fits Your Business?

Chris Jon Graf · AI Strategist & CEOPublished on 29 June 2026
AI Agents in Production: Which Platform Fits Your Business?

In short

AI agents can today be deployed in production on several world-class platforms – from Amazon Bedrock AgentCore and Azure AI Foundry to Google Vertex AI and the Vercel AI SDK. The decisive question is not which platform is best, but which one fits your specific requirements, existing infrastructure and organisational capabilities.

Executive Summary

AI agents that autonomously handle tasks and orchestrate processes are production-ready today. Amazon Web Services unveiled a mature enterprise infrastructure with AgentCore at AWS Summit New York 2026. But AWS is not the only option: Microsoft Azure AI Foundry, Google Vertex AI Agent Builder and the Vercel AI SDK each offer compelling approaches with distinct strengths. The right choice depends on your organisation – not the hype.

AWS Summit New York 2026
Latest AgentCore features generally available (GA)
Gartner (2025)
Over 40% of AI agent projects fail at pilot stage
Druva case study
68% of support requests handled automatically
Vercel AI SDK
Open-source framework for production-ready AI agents in web environments
Swiss relevance
AWS Region Zurich, Azure Switzerland North, FINMA Guidance 08/2024 applicable

Why AI Agents Demand Serious Attention Now

According to Gartner (2025), more than 40 per cent of all AI agent projects fail at the pilot stage – not because the technology falls short, but because organisations underestimate the leap from demo to productive integration. The major cloud platforms and specialised frameworks such as the Vercel AI SDK have responded with concrete solutions to precisely these challenges.

The Four Leading Platforms Compared

There is no universally best platform for AI agents today. Each solution has clear strengths – and clear prerequisites. Here is a sober overview for decision-makers.

Amazon Bedrock AgentCore – For Scale-Hungry AWS Organisations

Amazon Bedrock AgentCore is the most comprehensive infrastructure for enterprises already on AWS. Core strengths: agents remember past interactions, behavioural rules define the guardrails, a central knowledge base indexes internal company data, and a web search tool provides real-time information. At AWS Summit New York 2026, these features were released as generally available. Swisscom uses AgentCore on the AWS Zurich region for automated customer support and sales processes.

Right for you if ...

You are already on AWS, have high scalability requirements and value integrated compliance management.

Microsoft Azure AI Foundry – For Microsoft 365 Environments

Azure AI Foundry is the natural choice for organisations already built on Microsoft. Tight integration with Microsoft 365, Teams, Dynamics and the broader Azure ecosystem makes embedding AI agents into existing workflows considerably easier. Copilot Studio allows even less technical teams to build initial agents. The strength lies in the breadth of integration.

Right for you if ...

Your organisation is deeply embedded in the Microsoft ecosystem and you want to introduce AI agents without a major infrastructure overhaul.

Google Vertex AI Agent Builder – For Data-Heavy Use Cases

Google Vertex AI Agent Builder excels where large data volumes, powerful search and multimodal content – text, image, video – play a role. Integration with BigQuery, Google Search and Gemini makes it particularly attractive for data-driven industries such as financial services, retail or media.

Right for you if ...

You process large, heterogeneous data volumes, plan multimodal AI applications and already use Google infrastructure.

Vercel AI SDK – For Agile Teams and Web-Native Businesses

The Vercel AI SDK is an open-source framework specialising in production-ready AI applications in modern web environments. It connects development teams to leading language models – OpenAI, Anthropic, Google, Mistral and others – and enables agent workflows to be embedded directly into web applications without cloud vendor lock-in. The SDK supports agentic workflows out of the box and deploys on the Vercel platform with minimal friction. For start-ups, scale-ups and digitally native SMEs, it is a lean, flexible alternative to the hyperscaler platforms.

Right for you if ...

You have an agile development team, are building web-native applications and prefer to remain cloud- and model-agnostic.

Decision Matrix: Which Platform for Which Organisation?

AWS-first strategy, high scalability
Amazon Bedrock AgentCore
Microsoft 365 ecosystem, broad integration
Azure AI Foundry
Data-intensive, multimodal use cases
Google Vertex AI Agent Builder
Web-native teams, open source, no cloud lock-in
Vercel AI SDK
Data sovereignty and nDSG sensitivity (CH)
AWS Zurich or Azure Switzerland North plus Governance Layer

Governance and Data Protection: The Swiss Standard

For Swiss organisations, the same governance questions arise regardless of platform: Where is data processed? Who has access? How are agent decisions made traceable? FINMA Guidance 08/2024 requires clear supervisory rights, audit trails and exit scenarios for outsourced AI operations. Article 716a CO obliges the board to oversee material AI-driven processes.

AWS and Azure both operate Swiss data centres, facilitating in-country data residency. Vercel enables geographic control via edge deployments. In every case, what matters is not only the platform but the governance layer on top: who defines what the agent may do, and who verifies what it actually does.

Recommendation for Swiss Decision-Makers

The first step is not a platform decision – it is a use-case decision. Which process do you want to automate? Which systems are already in place? What internal know-how is available? These answers determine whether Amazon Bedrock AgentCore, Azure AI Foundry, Google Vertex AI or the Vercel AI SDK is the right starting point. Selecting the objectively best platform without clarifying your own context is technology politics – not business strategy.

The platform is not the strategy. The strategy determines the platform.

Frequently asked questions

Which AI agent platform is best for Swiss enterprises?
There is no universally best platform. Amazon Bedrock AgentCore is recommended for AWS-oriented organisations with high scalability needs, Azure AI Foundry for Microsoft-heavy organisations, Google Vertex AI for data-intensive use cases, and the Vercel AI SDK for agile, web-native development teams. Your organisational context matters most.
What is Amazon Bedrock AgentCore?
Amazon Bedrock AgentCore is AWS's AI agent infrastructure for productive enterprise deployment: with memory management, access to company knowledge, behavioural guardrails and web search. The platform scales to 5,000 concurrent sessions and is available on the AWS Zurich region.
What is the Vercel AI SDK and who is it for?
The Vercel AI SDK is an open-source framework for building production-ready AI applications in web environments. It supports multiple language model providers and enables agentic workflows directly within web applications without cloud vendor lock-in. Best suited to agile development teams and digitally native businesses.
What percentage of AI agent projects fail according to Gartner?
According to Gartner (2025), over 40 per cent of all AI agent projects fail at the pilot stage. The main causes are missing memory management, inadequate control mechanisms and underestimated integration requirements.
What data protection requirements apply to AI agents in Switzerland?
FINMA Guidance 08/2024 requires clear supervisory rights, audit trails and exit scenarios for outsourced AI operations. Article 716a CO obliges the board to oversee material AI-driven processes. AWS (Zurich) and Azure (Switzerland North) enable in-country data residency.
How should a company get started with AI agents?
The first step is not a platform decision but a use-case decision: which process do you want to automate, which systems are in place, and what know-how is available internally? Only these answers determine whether Bedrock, Azure, Vertex AI or the Vercel AI SDK is the right entry point.

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