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AI Application Development Platforms

AI Application Development Platforms Reviews and Ratings

What are AI Application Development Platforms?

Gartner defines AI application development platforms as those that offer the required technology and workflows to design, build, test and deploy AI-embedded applications. These platforms provide access to foundation models and the capability to ground and place guardrails around them. Software engineering teams utilize these platforms to build AI applications, such as assistants, agents and multimodal applications.

Software engineering leaders face increasing pressure to incorporate AI into their products. AI application development platforms host the necessary tooling for enterprise developers to build AI assistants, agents and multimodal apps without extensive knowledge of machine learning. AI application development platforms focus on providing the features developers need to ground models with organizational knowledge. They also reduce risk by implementing responsible AI processes and guardrails within their AI-embedded applications. These platforms help scale the development of AI-embedded applications by offering governance, evaluation metrics and support throughout the application life cycle. Not every platform will offer access to first-party models or application-testing capabilities.

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Logo of Amazon Bedrock

Amazon Bedrock

By Amazon Web Services (AWS)

4.5
(435 Ratings)

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.

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Logo of OpenAI API

OpenAI API

By OpenAI

4.4
(85 Ratings)

OpenAI is focused on artificial intelligence (AI) research and deployment. The main business problem that the company solves is ensuring the safe creation and use of general-purpose AI, aligning it closely with human interests. Its efforts center around the inclusivity of different perspectives, voices, and understandings encompassing all of humanity. Through its work, OpenAI aims to utilize the potential of AI in addressing significant global problems and promoting widespread benefits of this technology.

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Logo of Vertex AI

Vertex AI

By Google

4.5
(32 Ratings)

Googlers is a company that creates products intended to create opportunities for an extensive audience, regardless of their location across the globe. The company values diverse perspectives, imaginations and non-conformity to predefined norms and impossibilities. The goal is to build products while incorporating uniqueness of each individual involved in this process, aiming to make their products accessible and useful to all.

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Logo of Amazon SageMaker AI

Amazon SageMaker AI

By Amazon Web Services (AWS)

4.4
(29 Ratings)

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.

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Logo of Amazon Q Business

Amazon Q Business

By Amazon Web Services (AWS)

4.5
(25 Ratings)

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.

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Logo of Microsoft Foundry

Microsoft Foundry

By Microsoft

4.1
(11 Ratings)

Microsoft enables digital transformation for the era of an intelligent cloud and an intelligent edge. Its mission is to empower every person and every organization on the planet to achieve more. Microsoft is dedicated to advancing human and organizational achievement.

Microsoft Security helps protect people and data against cyberthreats to give peace of mind.

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Logo of Oracle Cloud Infrastructure

Oracle Cloud Infrastructure

By Oracle

4.5
(11 Ratings)

Oracle is a cloud technology company that offers computing infrastructure and software solutions globally. This organization has developed an autonomous database, the first of its kind, to help manage and secure data. Oracle Cloud Infrastructure presents functionalities to facilitate the transition of workloads from on-site systems to the cloud, and vice versa, as well as between different clouds. Oracle's cloud software applications provide modern tools designed to support sustainable growth and resilience in businesses. Tools developed by Oracle are used by a wide range of users including nonprofit organizations and businesses of various sizes, to aid in operations like supply chain streamlining, human resource management, financial planning and connecting data and global users. Apart from business solutions, Oracle's technology also aids in tasks ranging from government defense to scientific and medical research.

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Logo of LangChain

LangChain

By LangChain

4.2
(10 Ratings)

LangChain is centered on simplifying the process of creating LLM applications. The company provides products that assist developers in transitioning from initial ideas to functional code swiftly, thus expediting the application creation period. LangSmith, another creation of LangChain, is designed to aid every facet of the AI engineering lifecycle, lending to a rapid production process for applications.

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Logo of LangGraph

LangGraph

By LangChain

4.1
(8 Ratings)

LangChain is centered on simplifying the process of creating LLM applications. The company provides products that assist developers in transitioning from initial ideas to functional code swiftly, thus expediting the application creation period. LangSmith, another creation of LangChain, is designed to aid every facet of the AI engineering lifecycle, lending to a rapid production process for applications.

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Logo of Airia

Airia

By Airia

4.8
(4 Ratings)

Airia is an enterprise AI orchestration platform that helps organizations securely build, deploy, and scale agentic AI workflows. The platform provides a unified environment for rapid agent prototyping, low-code and pro-code development, and seamless integration with enterprise systems. With more than 2,500 pre-built agent templates and a robust governance layer, Airia enables teams to operationalize AI safely, ensuring transparency, compliance, and policy enforcement across all deployments. Airia supports multi-LLM orchestration, bring-your-own-model flexibility, and advanced guardrails for auditability and cost control. Global enterprises use Airia to accelerate AI adoption, reduce integration friction, and deliver measurable business outcomes with secure, governed, and scalable AI agents.

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Logo of Alibaba Cloud Model Studio

Alibaba Cloud Model Studio

By Alibaba Cloud

4.3
(4 Ratings)

Founded in 2009, Alibaba Cloud is a part of Alibaba Group that develops comprehensive cloud computing and data management services. These services aim to cater to the networking and information needs of diverse businesses, financial institutions, and governments among others. The solutions offered are flexible and cost-effective. In addition, Alibaba Cloud operates the network for Alibaba Group's extensive online and mobile commerce ecosystem. It also provides a wide range of cloud computing services to support sellers as well as third-party entities that partake in this ecosystem.

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IBM watsonx.ai

By IBM

4
(3 Ratings)

IBM is a well-established entity focused on technology and development. The primary mission revolves around fostering technological growth and enhancing infrastructure, achieved through focused developments and consulting services. By encouraging inventiveness and innovation, it is geared towards facilitating the transition of theoretical ideas into practical realities, thus improving global functionalities. IBM brings about transformation by creating advanced solutions that reshape and redefine the world.

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Logo of Baidu AI Cloud Qianfan Platform

Baidu AI Cloud Qianfan Platform

By Baidu

4
(2 Ratings)

Baidu, established in 2000 by Robin Li, is committed to producing a platform for data retrieval, linking users with a wide variety of online services. Acclaimed for its deep understanding of Chinese language and culture, Baidu provides a customised search technology that precisely fits user needs. The company has devised several channels to aid in information exploration and exchange. Noteworthy community-centred products by Baidu include Baidu PostBar, Baidu Knows, and Baidu Encyclopedia, all primarily serving the Chinese market. Baidu also offers specialty searches, like maps, images, videos, and news. Their Box Computing Open Platform gives users access to extensive connected information and applications via their search box. With a focus on adapting to the evolving preferences of Internet users, Baidu constantly innovates, aiming to offer smart and pertinent answers to user and customer queries.

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Logo of Clarifai Platform

Clarifai Platform

By Clarifai

4
(2 Ratings)

Clarifai offers a full stack AI Platform for developers and teams aiming to leverage the power of AI to solve real business problems. We offer computer vision, LLMs, and audio models in one platform that supports the complete AI lifecycle including data management, vector search, metadata support, training, inference and evaluation metrics, and data labeling. Developers can use out-of-the-box models, build custom models or use one of the many open source or 3rd party LLMs. Models can be combined to solve more complex problems and multi-modal use cases through our API or using an easy-to-use UI. Build once, deploy in the cloud, on-prem, bare metal or hybrid. Build your first generative AI app in under 5 minutes with Clarifai!

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Logo of IBM watsonx

IBM watsonx

By IBM

3.5
(2 Ratings)

IBM is a well-established entity focused on technology and development. The primary mission revolves around fostering technological growth and enhancing infrastructure, achieved through focused developments and consulting services. By encouraging inventiveness and innovation, it is geared towards facilitating the transition of theoretical ideas into practical realities, thus improving global functionalities. IBM brings about transformation by creating advanced solutions that reshape and redefine the world.

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Logo of IntelliBuddies

IntelliBuddies

By IntelliBuddies

4
(2 Ratings)

IntelliBuddies operates as a cohesive platform aiming to integrate and automate applications in businesses with the use of contemporary digital techniques. Their focus is on Rapid Digital Automation (RDA) which they provide across different industry verticals. This is accomplished through their built-in RPA engine, various development opportunities, connection to cognitive services, and workflow systems. They also provide fundamental blocks allowing easy creation of process flows, as well as a large number of predefined activities providing an environment encouraging low-code and no-code usage for customers. Additionally, IntelliBuddies offers IntelliAppz, a unique technology designed to assist Small and Medium Businesses(SMBs) in kickstarting their digital transformation at a lower entry point.

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Logo of LangSmith

LangSmith

By LangChain

5
(2 Ratings)

LangChain is centered on simplifying the process of creating LLM applications. The company provides products that assist developers in transitioning from initial ideas to functional code swiftly, thus expediting the application creation period. LangSmith, another creation of LangChain, is designed to aid every facet of the AI engineering lifecycle, lending to a rapid production process for applications.

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Logo of ModelArts

ModelArts

By Huawei

4.5
(2 Ratings)

Huawei is a global provider of information and communications technology (ICT) solutions. The company's main focus is to enrich human progress through innovative technologies. Huawei aims to ensure that connectivity is a basic need, emphasizing the importance of access to ICT and the benefits it can provide to a wide audience. The firm specializes in creating customer-focused innovations and establishing strong partnerships, developing capabilities across carrier networks, enterprise, consumers, and cloud computing sections. With operations in over 170 countries, Huawei has a significant global presence. The company's objective is to digitally connect every person, home, and organization in order to achieve a comprehensive connected, intelligent world. Through this, Huawei works to narrow the digital gap, facilitating access to broadband services.

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Logo of Palantir AIP

Palantir AIP

By Palantir

4.5
(2 Ratings)

Palantir is a company specializing in assisting significant institutions in utilizing their data to address pressing issues. The primary function of the company's unique software is to enable its customers to congregate and examine all their data, which in turn aids in resolving queries previously unanswerable. The software and solutions provided by Palantir find extensive use in an array of sectors - from promoting relief measures during disasters to the creation of safer automobiles. Significant application areas of Palantir's services include national security, healthcare, energy, finance, and manufacturing.

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Logo of Enterprise h2oGPTe

Enterprise h2oGPTe

By H2O.ai

5
(1 Rating)

H2O.ai is concentrated on democratizing artificial intelligence (AI). The main business issue that the organization resolves is the complexity of developing, operating, and innovating AI solutions to address specific business concerns swiftly, thereby expediting the generation of novel concepts. To tackle this, H2O.ai has created H2O Agentic AI and H2O AI Cloud, platforms utilized by organizations globally to simplify AI processes. Not only private sectors but also public and academic organizations trust this organization to fast-track their AI initiatives. H2O.ai is equally committed to promoting Responsible AI and nurturing a strong AI for Good ethos, easing the application and ethical implementation of AI solutions.

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Features of AI Application Development Platforms

Updated January 2026

Mandatory Features:

  • Framework support for pro-code and low-code developers, enabling the authoring and enhancement of AI assistants, AI agents and multimodal applications

  • Deployment capabilities for both cloud and hybrid runtime environments

  • Evaluations, prebuilt or custom, to assess the performance of the model or application

  • Governance capabilities for AI system auditing and monitoring

  • Model catalogs that offer access to leading commercial and open-source foundation models

  • Foundation model grounding capabilities to enhance accuracy and usefulness by utilizing organizational knowledge sources

  • Guardrails that protect an organization’s reputation by reducing the risk of harmful material being entered into or generated by foundation models

Gartner Research

Magic Quadrant for AI Application Development Platforms
Critical Capabilities for AI Application Development Platforms

Top Trending Products

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Gartner Peer Insights content consists of the opinions of individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular purpose.

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