Cloud-Based Enterprise AI Platforms: Competitive Landscape Assessment

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Cloud-based enterprise AI platforms are becoming a central foundation for how organizations deploy artificial intelligence across applications and business processes. As enterprises look to operationalize predictive AI, generative AI, and AI agents at scale, demand is rising for platforms that simplify development while supporting governance, security, and enterprise-grade deployment.

These platforms bring together tools that enable AI experts, data scientists, and citizen developers to build, train, deploy, and manage machine learning models and AI agents in cloud environments. Increasingly, they also support large language model (LLM) integration, low-code and no-code development, and responsible AI practices such as auditability and model governance.

GlobalData’s Cloud-Based Enterprise AI Platforms Market Analysis report delivers a detailed assessment of this rapidly evolving market. By combining competitive analysis, vendor benchmarking, and evaluation of platform capabilities, the report provides a clear view of how enterprise AI platforms are evolving and how organizations can navigate vendor selection and procurement decisions.

Scope

This report provides an end-to-end assessment of cloud-based enterprise AI platforms, including:

  • Coverage of enterprise AI platforms spanning predictive AI, generative AI, and agentic AI

  • Evaluation of tools supporting the building, training, tuning, deployment, and management of customized machine learning models

  • Assessment of platform support for AI agents and large language model integration

  • Analysis of capabilities for responsible and ethical AI, including audit trails and model tracking

  • Vendor benchmarking using six buying-criteria ratings and product scores

  • Detailed evaluation of 10 rated vendors

  • Incorporation of key 2025 platform developments, including Azure AI Foundry Agent Services GA, AWS Bedrock AgentCore preview, Google’s A2A protocol, IBM ACP and Agent Builder, Salesforce Agentforce and AgentExchange, DataRobot Agent Workforce, and Dataiku AI Agent Build

How industry leaders are using this report

Enterprise technology leaders, procurement teams, and AI strategy teams use this report to:

  • Understand the current competitive landscape for cloud-based enterprise AI platforms.
  • Compare vendor capabilities across generative AI, agentic AI, and traditional machine learning.
  • Evaluate platform roadmaps and recent developments shaping enterprise AI adoption.
  • Assess governance and responsible-AI features critical for large-scale deployment.
  • Support informed procurement and vendor-selection decisions.

Reasons to Buy

This report enables you to:

  • Bridge enterprise AI strategy and procurement by linking market drivers to concrete buyer recommendations.
  • Compare vendor capabilities across LLM access, AI agent tooling, and platform extensibility.
  • Assess governance, responsible-AI tooling, and professional-services strength when evaluating vendors.
  • Understand sovereignty and edge deployment options relevant to global enterprises.
  • De-risk vendor selection through structured comparisons of partner ecosystems and platform roadmaps.

Who should buy this report

  • Enterprise IT and Digital Transformation Leaders
  • Chief Data, AI, and Analytics Officers
  • AI Platform and Architecture Teams
  • Technology Procurement and Vendor Management Teams
  • Strategy, Market Intelligence, and Research Teams
  • Consultants and Industry Advisors

Microsoft
Google
IBM
Amazon
Salesforce
Baidu
Alibaba
DataRobot
Dataiku
Huawei
NVIDIA

Table of Contents

Report Summary

Product Class Scorecard

Market Overview

Market Assessment

Market Drivers

Contact Us

Cloud-Based Enterprise AI Platforms: Competitive Landscape Assessment standard reports
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$2,995

Can be used by individual purchaser only

$8,985

Can be shared globally by unlimited users within the purchasing corporation e.g. all employees of a single company


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Sample Report

Cloud-Based Enterprise AI Platforms: Competitive Landscape Assessment was curated by the best experts in the industry and we are confident about its unique quality. However, we want you to make the most beneficial decision for your business, so we offer free sample pages to help you:

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