Amazon Web Services (AWS) Reviews, Ratings & Features 2026 | Gartner Peer Insights

Gartner defines cloud AI developer services (CAIDS) as cloud-hosted or containerized services and products that enable software developers who are not data science experts to use artificial intelligence (AI) models via APIs, software development kits (SDKs) or applications. Core capabilities include automated machine learning (autoML) including automated data preparation, automated feature engineering and automated model building, and model management and operationalization for language, vision and tabular use cases. Optional and important complementary capabilities include AI code models and assistants. Cloud AI developer services help organizations embed intelligence, such as AI and ML insights, into their applications. While that is what cloud AI developer services offer, it is more important to note how they accomplish this. These services democratize and increase the availability of AI and ML to software engineers through the automation and features offered. Traditional activities regarding data acquisition, data quality, feature engineering, algorithm selection and model training are augmented by the technology. Cloud AI developer services open up a world of possibilities for software engineers to build AI and ML production capabilities and features for enterprise-built applications.

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Cloud AI Developer Services (Transitioning to Cloud-Native Application Platforms)

Cloud AI Developer Services (Transitioning to AI Coding Agents and Cloud-Native Application Platforms)

Amazon SageMaker AI

AWS Cloud AI Developer Services (Legacy)

Amazon Transcribe

Amazon Q Developer

Amazon Bedrock

Amazon Web Services (AWS)

Engineer

Amazon Q is helping me figure out issues with the Sec Hub and GuardDuty alerts. It makes it easier to get to the exact point where the source of the problem is. 

<50M USD

50M - 250M USD

1B - 3B USD

Gov't/PS/ED <5,000 Employees

3B - 10B USD

250M - 500M USD

500M - 1B USD

30B + USD

10B - 30B USD

Gov't/PS/ED 5,000 - 50,000 Employees

Software Developer

the ecosystem is very inconsistent and its hard to engage with new advancements when they're not supported by the cli, ises etc at the same rate

Chief Executive Officer

Amazon Transcribe is a reliable and scalable speech-to-text solution with good accuracy, especially for clear audio, and integrates well within the AWS ecosystem.

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Amazon Web Services (AWS), established in 2006, is focused on providing essential infrastructure services to businesses globally in the form of cloud computing. The key advantage offered through cloud computing, particularly via AWS, is its capacity to shift fixed infrastructure expenses into flexible costs. Businesses have been able to forgo extensive planning and procurement of servers and other Information Technology (IT) resources, owing to AWS. AWS seeks to provide businesses with prompt and cost-effective access to resources using Amazon's expertise and economies of scale, as and when their business requires. Currently, AWS offers a robust, scalable, economic infrastructure platform on the cloud powering an extensive array of businesses worldwide. It operates across numerous industries with data center locations in various parts of the globe including U.S., Europe, Singapore, and Japan.

Launched in 2006, Amazon Web Services (AWS) began exposing key infrastructure services to businesses in the form of web services -- now widely known as cloud computing. The ultimate benefit of cloud computing, and AWS, is the ability to leverage a new business model and turn capital infrastructure expenses into variable costs. Businesses no longer need to plan and procure servers and other IT resources weeks or months in advance. Using AWS, businesses can take advantage of Amazon's expertise and economies of scale to access resources when their business needs them, delivering results faster and at a lower cost. Today, Amazon Web Services provides a highly reliable, scalable, low-cost infrastructure platform in the cloud that powers hundreds of thousands of businesses in 190 countries around the world. With data center locations in the U.S., Europe, Singapore, and Japan, customers across all industries are taking advantage of our low cost, elastic, open and flexible, secure platform.

Reviews

Ratings Overview

Overall experience with

Favorable Review

Amazon Transcribe Delivers Accurate Speech Recognition For Multiple Languages And Accents

Critical Review

Advancement Adoption Challenged by Uneven Support Across CLI and Interfaces

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