Best Vertex AI Alternatives in 2026
30 AI tools that can replace Vertex AI, ranked by how much of what Vertex AI does they cover. The percentage is a match score, not a popularity score.
Replacing: Vertex AI — Google Vertex AI is Google Cloud's machine learning and generative AI platform, now presenInput: text, images, video, documents, code · Output: text, images, code
1
Azure AI Foundry, now branded Microsoft Foundry, is Microsoft's enterprise platform for building, grounding and governing AI applications and agents.
Input: text, images, audio · Output: text, images, apps
APITeams
93%Near drop-in replacement · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals25/25
- Feature description similarity13/20
Shared goals 3 of the 3 we tag Vertex AI for
API IntegrationAI AgentsSoftware Development
Also tagged for
Language Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
2
Open-source models without infrastructure
Input: text, images, audio, code · Output: text, images, audio, video, code
Free trialFrom $1.99/mo
81%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity8/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Also tagged for
Open Source Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
3
Production AI infrastructure
Input: text, images, code · Output: text, code
Free planAPI
81%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity8/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
4
80%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity7/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
5
One marketplace for all the AI models your app needs
Input: text, images, video · Output: images, audio, video
Free planFrom $10/mo
79%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity5/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
6
Run open-source AI without managing servers
Input: text, images · Output: text, images, audio, video
Free plan
78%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity5/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Also tagged for
Open Source Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
7
Nexos AI is an AI platform with two sides.
Input: text, documents, code · Output: text, images, code
Free planAPITeams
78%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity5/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationAI Agents
Also tagged for
MonitoringChatbots
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
8
Amazon Bedrock is a managed AWS service for building generative AI applications and agents.
Input: text, images, audio, documents · Output: text, images, audio, video
APITeams
84%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity11/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationAI Agents
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
9
Hugging Face Inference Endpoints is a managed service for putting AI models into production without running the infrastructure yourself.
Input: text, images · Output: text, images
APITeams
83%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity10/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
10
Enterprise teams running open-source AI models in production get infrastructure that handles the heavy lifting without MLOps expertise
Input: text, code · Output: text, code
Free planAPI
74%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity7/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
11
This LLM gateway lets teams tap into over 100 AI models through one API endpoint
Input: text, images, audio · Output: text, images, audio, video
Free planFrom $199/moAPITeams
76%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity3/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
12
fal is an inference service for generative media.
Input: text, images · Output: images, audio, video, 3D
APITeams
81%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity8/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
13
Build on Claude's capabilities
Input: text, images, documents, code · Output: text, code
Free planFrom $17/mo
73%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity7/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Language Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
14
Blackbox AI is an inference platform built around privacy and speed.
Input: text, code · Output: text, code
Free planAPI
73%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity7/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Coding
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
15
WaveSpeedAI is a media generation platform that puts more than 1,000 image, video, audio, 3D and language models behind one API key.
Input: text, images, video · Output: text, images, audio, video, 3D
Free planAPI
72%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity5/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Image GenerationVideo GenerationImage to Video
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
16
You're building an AI app and need to run inference without spinning up your own GPU servers
Input: text, images, code · Output: text, images, video, code
Free planAPI
72%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity6/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Open Source Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
17
Developers wanting to build AI-powered apps usually face a messy reality
Input: text, images, audio, video · Output: text, images, audio, video, code
Free planFrom $10/moAPI
72%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity5/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Video Generation
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
18
Novita AI is a developer cloud that puts more than 200 models behind a single API, covering text, image, audio and video.
Input: text, images, audio · Output: text, images, audio, video
API
79%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity6/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
19
Cerebrium is a serverless GPU platform for running AI workloads in production.
Input: code · Output: apps
Free planFrom $100/moAPITeams
79%Strong alternative · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals18/25
- Feature description similarity6/20
Shared goals 2 of the 3 we tag Vertex AI for
API IntegrationSoftware Development
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
20
71%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity4/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
21
MuAPI consolidates access to over 500 AI models for image, video, and audio generation through a single API endpoint, eliminating the need to manage separate integrations with dozens of providers
Input: text, images · Output: images, audio, video
From $10/moAPI
71%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity5/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
22
Every model, one endpoint
Input: text, images, audio, video · Output: text, images, audio, video
Free planAPI
70%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity4/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Language Models
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
23
Developers building AI applications can now generate interactive UI components directly within their apps rather than forcing users to copy-paste between tools
Input: text, documents, data · Output: documents, slides
Free planFrom $49/moAPITeams
71%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity4/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Presentations
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
24
70%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity4/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Web ScrapingSearchResearchChatbots
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
25
EUrouter is a European AI gateway: one API gives access to more than 100 models and routes each request to the best option for price, quality or latency, while keeping every request inside the EU.
Input: text, images, audio · Output: text, code
Free planFrom $39/moAPI
72%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity6/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
26
Developers wanting access to hundreds of AI models without juggling multiple API keys need something different than ChatGPT's single-model approach
Input: text, images · Output: text, images, audio, video
Free planAPI
70%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity4/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
27
CometAPI functions as an aggregation layer that sits between your application and hundreds of AI model providers
Input: text, images · Output: text, images, video
Free planFrom $4/moAPI
70%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity4/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
28
You get $10 in credits to test iGPT—no credit card needed
Input: text, documents · Output: text, data
Free planFrom $20/moAPI
72%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity5/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
29
70%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity3/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Text to SpeechTranscription
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
30
Google DeepMind's Veo 3 model gets API access through Kie
Input: text, images · Output: video
API
69%Partial replacement — covers the main need with gaps · same core category as Vertex AI
00
How the score adds up
- Same core category55/55
- Covers Vertex AI's goals11/25
- Feature description similarity3/20
Shared goals 1 of the 3 we tag Vertex AI for
API Integration
Also tagged for
Video Generation
Goal tags are curated and capped, not a full feature audit — a missing tag is not a missing feature.
Can it really replace Vertex AI? Vote on each alternative — no account needed. Votes gently reorder the list; they never change the match score.
Missing an alternative? Suggest it
Best Vertex AI alternatives by goal
Every goal has its own ranked list — the match score is recomputed for that job alone.
At a glance: top Vertex AI alternatives
| Tool | Match | Input | Output | Pricing | Free plan | Rating | Category |
|---|---|---|---|---|---|---|---|
| Azure AI Foundry | 93% | text, images, audio | text, images, apps | — | No | — | AI API |
| Together AI | 81% | text, images, audio, code | text, images, audio, video, code | From $1.99/mo | No | — | AI API |
| Fireworks AI | 81% | text, images, code | text, code | Freemium | Yes | — | AI API |
| Baseten | 80% | text, audio | text, images, audio | Freemium | Yes | — | AI API |
| Eachlabs | 79% | text, images, video | images, audio, video | From $10/mo | Yes | — | AI API |
| Replicate | 78% | text, images | text, images, audio, video | Freemium | Yes | — | AI API |
Frequently asked
What is the best Vertex AI alternative?
Azure AI Foundry (93% match) is the closest alternative to Vertex AI: Azure AI Foundry, now branded Microsoft Foundry, is Microsoft's enterprise platform for building, grounding and governing AI applications and agents. Together AI (81% match) and Fireworks AI (81% match) come next.
Is there a free alternative to Vertex AI?
Yes. 21 of the 30 ranked alternatives have a free plan or free tier, including Fireworks AI, Baseten, Eachlabs.
What is the best Vertex AI alternative for automating tasks with agents?
CrewAI ranks first for automating tasks with agents at 88% match. See the full list of Vertex AI alternatives for AI Agents.
What is the best Vertex AI alternative for software development?
Microsoft Azure ranks first for software development at 84% match. See the full list of Vertex AI alternatives for Software Development.
How is the match percentage calculated?
It measures how much of Vertex AI's job a tool can take over: shared core category, how many of the same use cases it covers and how similar its feature set is. Popularity and ratings never change the percentage; they only break ties in the order. Lists are recomputed nightly and reviewed by editors for the most-visited tools.
How this list is ranked
The match score measures how much of Vertex AI's job each tool can take over: shared core category, how many of the same use cases it covers, and how similar its feature set is. Popularity and ratings do not change the score; they only break ties in the order.
Lists are recomputed nightly from the live catalog and reviewed by our editors for the most-visited tools. Sponsored placements are marked and sit outside the ranking.