Google Vertex AI alternatives in 2026: 24 tools like Google Vertex AI

Closest: Cloud & GPU Providers

Akash Network

Decentralized cloud compute marketplace for AI workloads on GPU nodes

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AWS SageMaker

Amazon's fully managed ML platform

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Azure ML

Microsoft Azure's cloud ML service

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Baseten

Inference platform for deploying and scaling AI models

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Cloudflare AI

Serverless AI inference on Cloudflare's global network (Workers AI)

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CoreWeave

GPU-accelerated cloud for AI/ML workloads

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Crusoe

AI infrastructure and GPU cloud provider

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Databricks

Unified data analytics and AI platform

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Fireworks AI

Inference platform and API for running open-source models

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Heurist

Agentic finance research platform with AI agents and onchain data

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Hot Aisle

AMD GPU cloud: MI300X and MI355X VMs and bare metal in under a minute

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Lambda

GPU cloud for AI training and inference

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Nebius

AI cloud with GPU clusters and Token Factory managed inference

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RunPod

Developer-focused GPU cloud for training, inference, and serverless AI

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SambaNova

Full-stack AI platform with custom RDU chips for fast inference at scale

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More in Inference & Compute

Ollama

Run local LLMs (Llama, Qwen, Gemma, and more) with a single command

CuratedLinuxMacWindows

2 use thisCompare with Google Vertex AI
llama.cpp

Open-source LLM inference in C/C++, plus the Llama app for your desktop

CuratedLinuxMacWindows

1 use thisCompare with Google Vertex AI
BentoML

Framework for building ML-powered services

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0 use thisCompare with Google Vertex AI
Escha Labs

2-bit compressed LLMs that run 27B to 35B models on one consumer GPU

CuratedLinux

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llm-d

Kubernetes-native distributed LLM inference stack

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NVIDIA Dynamo

Distributed inference serving framework for LLMs on GPU clusters

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NVIDIA Dynamo-Triton

NVIDIA open-source inference serving software

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ONNX Runtime

Cross-platform ML model accelerator

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0 use thisCompare with Google Vertex AI
Pruna AI

Open-source framework that makes AI models faster and smaller, plus a video API

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0 use thisCompare with Google Vertex AI

Questions

What are the closest alternatives to Google Vertex AI?

Akash Network, AWS SageMaker and Azure ML sit on the same sub-line as Google Vertex AI (Cloud & GPU Providers) on AI Landscape, with 12 more.

How are these alternatives chosen?

They are the other products on the Inference & Compute stop of the map: curated products first, the ones on Google Vertex AI's sub-line before the rest, then by name until members have marked enough of them.