Comparison

Fireworks AI vs Google Cloud Vertex AI

On the evidence we track, Fireworks AI leads this comparison with a composite score of 66/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Fireworks AI full profile →Google Cloud Vertex AI full profile →

Machine formatsJSON Markdown GraphQLor send Accept: application/json

★Fireworks AI66

Google Cloud Vertex AI39

Attribute comparison across 2 tools
Attribute	Fireworks AILeader	Google Cloud Vertex AI
Vioscale score	66 / 100medium · 55%	39 / 100low · 25%
Pricing
Free tierpricing.free_tier	✗	✓
Modelpricing.model	commercial	freemium
Price levelpricing.price_level	low	low
Starting pricepricing.starting_price	$0.55	-
Transparentpricing.transparent	✓	✗
Integrations
Countintegrations.count	4	2
Security
Hipaasecurity.hipaa	✓	-
Soc2security.soc2	✓	-
Market
Availabilitymarket.availability	Available worldwide · Popular in US, EU · HQ US	Available worldwide · Popular in US · HQ US

Score

Vioscale score

Fireworks AI66 / 100medium · 55%

Google Cloud Vertex AI39 / 100low · 25%

Pricing

Free tier

Fireworks AI✗

Google Cloud Vertex AI✓

Model

Fireworks AIcommercial

Google Cloud Vertex AIfreemium

Price level

Fireworks AIlow

Google Cloud Vertex AIlow

Starting price

Fireworks AI$0.55

Google Cloud Vertex AI–

Transparent

Fireworks AI✓

Google Cloud Vertex AI✗

Integrations

Count

Fireworks AI4

Google Cloud Vertex AI2

Security

Hipaa

Fireworks AI✓

Google Cloud Vertex AI–

Soc2

Fireworks AI✓

Google Cloud Vertex AI–

Market

Availability

Fireworks AIAvailable worldwide · Popular in US, EU · HQ US

Google Cloud Vertex AIAvailable worldwide · Popular in US · HQ US

Capabilities

Feature-by-feature on the axes that matter for inference providers. “-” means undocumented, not absent.

Capability comparison for Inference Providers
Capability	Fireworks AI	Google Cloud Vertex AI
Capabilities
Compute model	Multi tenant hybrid	Multi tenant hybrid
Zero data retention training opt out enterprise	✓	-
Openai compatible rest API schema	✓	-
Native function calling and strict json mode	✓	-
Multimodal vision and audio in out support	✓	-
Streaming server sent events sse token yield	✓	-
Massive context window support 100k plus	✓	-
Lpu or custom silicon for extreme low latency	✓	-
Bring your own weights byow hosting	✓	-
Dynamic batching and kv cache management	✓	-
SOC2 type ii	✓	-
HIPAA baa compliance for medical inference	✓	-
Pricing model	Per million tokens	Per compute hour

Capabilities

Compute model

Fireworks AIMulti tenant hybrid

Google Cloud Vertex AIMulti tenant hybrid

Zero data retention training opt out enterprise

Fireworks AI✓

Google Cloud Vertex AI-

Openai compatible rest API schema

Fireworks AI✓

Google Cloud Vertex AI-

Native function calling and strict json mode

Fireworks AI✓

Google Cloud Vertex AI-

Multimodal vision and audio in out support

Fireworks AI✓

Google Cloud Vertex AI-

Streaming server sent events sse token yield

Fireworks AI✓

Google Cloud Vertex AI-

Massive context window support 100k plus

Fireworks AI✓

Google Cloud Vertex AI-

Lpu or custom silicon for extreme low latency

Fireworks AI✓

Google Cloud Vertex AI-

Bring your own weights byow hosting

Fireworks AI✓

Google Cloud Vertex AI-

Dynamic batching and kv cache management

Fireworks AI✓

Google Cloud Vertex AI-

SOC2 type ii

Fireworks AI✓

Google Cloud Vertex AI-

HIPAA baa compliance for medical inference

Fireworks AI✓

Google Cloud Vertex AI-

Pricing model

Fireworks AIPer million tokens

Google Cloud Vertex AIPer compute hour

What each one is

The product in its own terms, so the numbers below have context.

Fireworks AI

Leader

An AI inference platform that hosts and serves open-source models and fine-tuned versions with serverless or dedicated deployment options, optimized for speed and cost. Supports multiple LLMs, function calling, multimodal capabilities, and integrates with popular development tools.

Independently observed

Google Cloud Vertex AI

A comprehensive platform that enables developers to create, deploy, and optimize AI agents that automate enterprise workflows and business processes.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Fireworks AI

Leader

from $0.55/tokensHybrid

Serverless pay-per-token starting at $0.55/million tokens; dedicated deployments available

ServerlessFrom $0.55/million tokens (DeepSeek pricing example)
- Sub-500ms response times
- Streaming support
- Function calling
- JSON/Grammar modes
On-Demand DedicatedContact sales
- Dedicated GPU instances
- Multi-region support
- Custom models
- Priority throughput

as of 2026-08-21verify ↗

Google Cloud Vertex AI

HybridFree tier

$300 free credits for new customers; pay-as-you-go for platform tools, storage, and compute

as of 2026-08-21verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platform and deployment support comparison
Supports	Fireworks AI	Google Cloud Vertex AI
WebPlatforms	✓	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✗
On-premiseDeployment	✓	✗
HybridDeployment	✓	✗

Platforms

Web

Fireworks AI✓

Google Cloud Vertex AI✓

CLI

Fireworks AI✓

Google Cloud Vertex AI✓

Deployment

Cloud / SaaS

Fireworks AI✓

Google Cloud Vertex AI✓

Self-hosted

Fireworks AI✓

Google Cloud Vertex AI✗

On-premise

Fireworks AI✓

Google Cloud Vertex AI✗

Hybrid

Fireworks AI✓

Google Cloud Vertex AI✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Fireworks AI

Leader

4 total

OpenCode
Cline
Aider
External APIs via function calling

Independently observed

Google Cloud Vertex AI

2 total

Dataverse
Integration Connectors API

Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.