Fireworks AI vs Google Vertex AI comparison

Fireworks AI and Google are both solutions in the AI Development Platforms category. Fireworks AI is ranked #11 with an average rating of 10.0, while Google is ranked #2 with an average rating of 8.3. Fireworks AI holds a 5.5% mindshare in AIDP, compared to Google’s 14.0% mindshare. Additionally, 100% of Fireworks AI users are willing to recommend the solution, compared to 100% of Google users who would recommend it.

Fireworks AI

Read 1 Fireworks AI review

1,358 Views
1,185 Comparison Views

100% willing to recommend

Google Vertex AI

Read 10 Google Vertex AI reviews

8,938 Views
8,024 Comparison Views

100% willing to recommend

Fireworks AI

Google Vertex AI

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Executive Summary

We performed a comparison between Fireworks AI and Google Vertex AI based on real PeerSpot user reviews.

Find out what your peers are saying about Microsoft, Google, Hugging Face and others in AI Development Platforms.

To learn more, read our detailed AI Development Platforms Report (Updated: March 2025).

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AI Development Platforms

March 2025

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Review summaries and opinions

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Categories and Ranking

Fireworks AI

Ranking in AI Development Platforms

11th

Average Rating

10.0

Reviews Sentiment

7.7

Number of Reviews

Ranking in other categories

No ranking in other categories

Google Vertex AI

Ranking in AI Development Platforms

2nd

Average Rating

8.4

Reviews Sentiment

7.4

Number of Reviews

Ranking in other categories

AI Infrastructure (1st)

Mindshare comparison

As of April 2025, in the AI Development Platforms category, the mindshare of Fireworks AI is 5.5%. The mindshare of Google Vertex AI is 14.0%, down from 20.3% compared to the previous year. It is calculated based on PeerSpot user engagement data.

AI Development Platforms

Featured Reviews

reviewer2588646

Senior Software Development Engineer at a tech services company with 1-10 employees

Enhanced text-to-image creation with solid API and fine-tuning support

We primarily use Fireworks AI for text-to-image generation. We are developing a platform for artists to sell their art styles, where the system helps them tune a model and then sell images generated from their signature Fireworks AI has helped our organization by enabling us to create a platform…

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Serge Dahdouh

CEO at Les Roches International School of Hotel Management

A user-friendly platform that automatizes machine learning techniques with minimal effort

We work with clients who request the implementation of a certain document into a chatbot. Because of the limited knowledge of AI, our task is to link that file to the ML and provide a platform that can work as a customer service. We previously used LangChain Phython, but now it is done through Vertex AI.

Read full review

Quotes from Members

We asked business professionals to review the solutions they use. Here are some excerpts of what they said:

Pros

"Fireworks AI has a solid API and is quite easy to interact with."

"Google Vertex AI is an out-of-the-box and very easy-to-use solution."

"The most valuable feature we've found is the model garden, which allows us to deploy and use various models through the provided endpoints easily."

"Vertex AI possesses multiple libraries, so it eliminates the need for extensive coding."

"The monitoring feature is a true life-saver for data scientists. I give it a ten out of ten."

"Vertex comes with inbuilt integration with GCP for data storage."

"The most valuable features of the solution are that it is quite flexible, and some of the services are almost low-code, with no-code services, so it gives agents flexibility to build the use cases according to the operational needs."

"The integration of AutoML features streamlines our machine-learning workflows."

"It provides the most valuable external analytics."

More Google Vertex AI pros

Cons

"When using the API, it does not return information about the charges for image generation, which would be useful for our solution."

"I've noticed that using chat activity often presents a broader range of options and insights for a well-constructed question. Improving the knowledge base could be a key aspect for enhancement—expanding the information sources to enhance the generation process."

"The tool's documentation is not good. It is hard."

"It would be beneficial to have certain features included in the future, such as image generators and text-to-speech solutions."

"Google Vertex AI is good in machine learning and AI, but it lacks optimization."

"The solution is stable, but it is quite slow. Maybe my data is too large, but I think that Google could improve Vertex AI's training time."

"I think the technical documentation is not readily available in the tool."

"Both major systems, Azure and Google, are not yet stabilized, especially their customer support."

"I'm not sure if I have suggestions for improvement."

More Google Vertex AI cons

Pricing and Cost Advice

Information not available

"The price structure is very clear"

"I think almost every tool offers a decent discount. In terms of credits or other stuff, every cloud provider provides a good number of incentives to onboard new clients."

"The solution's pricing is moderate."

"The Versa AI offers attractive pricing. With this pricing structure, I can leverage various opportunities to bring value to my business. It's a positive aspect worth considering."

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847,862 professionals have used our research since 2012.

Top Industries

By visitors reading reviews

University

17%

Computer Software Company

15%

Financial Services Firm

Comms Service Provider

Computer Software Company

13%

Financial Services Firm

13%

Manufacturing Company

Retailer

Company Size

By reviewers

Large Enterprise

Midsize Enterprise

Small Business

No data available

Questions from the Community

What is your experience regarding pricing and costs for Fireworks AI?

I cannot comment on pricing or setup cost since others handle that aspect. As a developer, I primarily use the API.

See all answers

What needs improvement with Fireworks AI?

Returning the values charged for each event generation would improve Fireworks AI. When using the API, it does not return information about the charges for image generation, which would be useful f...

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What is your primary use case for Fireworks AI?

See all answers

What do you like most about Google Vertex AI?

We extensively utilize Google Cloud's Vertex AI platform for our machine learning workflows. Specifically, we leverage the IO branch for EDA data in Suresh Live Virtual, employing Forte IT for trai...

See all answers

What is your experience regarding pricing and costs for Google Vertex AI?

They have different pricing models like pay-as-you-go or subscription model, and total cost of ownership. It is comparatively cheaper than Azure.

See all answers

What needs improvement with Google Vertex AI?

I'm not sure if I have suggestions for improvement. Based on my comparison between the two, Vertex has various additional functionalities that Azure doesn't provide.

See all answers

Comparisons

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Compared 55% of the time

GroqCloud Platform vs Fireworks AI

Compared 13% of the time

Replicate vs Fireworks AI

Compared 12% of the time

Hugging Face vs Fireworks AI

Compared 11% of the time

Google Cloud AI Platform vs Fireworks AI

Compared 1% of the time

More Fireworks AI Competitors

Azure OpenAI vs Google Vertex AI

Compared 36% of the time

Microsoft Azure Machine Learning Studio vs Google Vertex AI

Compared 20% of the time

Hugging Face vs Google Vertex AI

Compared 11% of the time

Amazon SageMaker vs Google Vertex AI

Compared 7% of the time

TensorFlow vs Google Vertex AI

Compared 4% of the time

More Google Vertex AI Competitors

Product Reports

Buyer's Guide

AI Development Platforms

March 2025

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Buyer's Guide

Google Vertex AI

April 2025

Download Google Vertex AI product report

Overview

Fireworks AI uses advanced technologies to streamline operations and enhance user experience, catering to industry-specific requirements and driving innovation.

Fireworks AI integrates cutting-edge tools for data processing, offering seamless automation in managing complex workflows. It addresses industry needs through scalable solutions adaptable to personalized requirements. Fireworks AI ensures optimized performance, enhancing decision-making efficiency across businesses.

What are the crucial features of Fireworks AI?

Automated Workflow Management: Streamlines complex processes efficiently.
Data Analytics: Provides insightful analytics for informed strategy development.
Scalability: Offers flexible scaling to match business growth trajectories.
Industry Integration: Solutions tailored to the unique demands of different industries.

Which benefits and ROI should users evaluate?

Increased Efficiency: Significant reduction in workload through automation.
Cost Savings: Optimizes resources, leading to reduced operational costs.
Enhanced Decision-Making: Supports data-driven decisions for better outcomes.
Scalability: Facilitates growth without proportional cost increases.

Industries such as healthcare and finance benefit from Fireworks AI by streamlining data management, improving client interaction, and supporting compliance through automated document handling. Each deployment adjusts to specific sector demands, ensuring relevant application across diverse business environments.

Fireworks AI

Build, deploy, and scale ML models faster, with pre-trained and custom tooling within a unified artificial intelligence platform.

Google

Buyer's Guide

AI Development Platforms

March 2025

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Find out what your peers are saying about Microsoft, Google, Hugging Face and others in AI Development Platforms. Updated: March 2025.

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