Comparison

Cohere vs Google Cloud Vertex AI

On the evidence we track, Cohere leads this comparison with a composite score of 79/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Cohere full profile →Google Cloud Vertex AI full profile →

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★Cohere79

Google Cloud Vertex AI39

Attribute comparison across 2 tools
Attribute	CohereLeader	Google Cloud Vertex AI
Vioscale score	79 / 100low · 45%updating	39 / 100low · 25%updating
Pricing
Free tierpricing.free_tier	✓	✓
Modelpricing.model	freemium	freemium
Price levelpricing.price_level	low	low
Starting pricepricing.starting_price	$0.30	-
Transparentpricing.transparent	✓	✗
Integrations
Countintegrations.count	-	2
Security
Disclosure policysecurity.disclosure_policy	✓	-
Gdprsecurity.gdpr	✓	-
Soc2security.soc2	✓	-
Market
Availabilitymarket.availability	Available worldwide · Popular in US, CA · HQ CA	Available worldwide · Popular in US · HQ US

Score

Vioscale score

Cohere79 / 100low · 45%updating

Google Cloud Vertex AI39 / 100low · 25%updating

Pricing

Free tier

Cohere✓

Google Cloud Vertex AI✓

Model

Coherefreemium

Google Cloud Vertex AIfreemium

Price level

Coherelow

Google Cloud Vertex AIlow

Starting price

Cohere$0.30

Google Cloud Vertex AI–

Transparent

Cohere✓

Google Cloud Vertex AI✗

Integrations

Count

Cohere–

Google Cloud Vertex AI2

Security

Disclosure policy

Cohere✓

Google Cloud Vertex AI–

Gdpr

Cohere✓

Google Cloud Vertex AI–

Soc2

Cohere✓

Google Cloud Vertex AI–

Market

Availability

CohereAvailable worldwide · Popular in US, CA · HQ CA

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	Cohere	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	usage-based-compute	Per compute hour

Capabilities

Compute model

CohereMulti tenant hybrid

Google Cloud Vertex AIMulti tenant hybrid

Zero data retention training opt out enterprise

Cohere✓

Google Cloud Vertex AI-

Openai compatible rest API schema

Cohere✗

Google Cloud Vertex AI-

Native function calling and strict json mode

Cohere✗

Google Cloud Vertex AI-

Multimodal vision and audio in out support

Cohere✗

Google Cloud Vertex AI-

Streaming server sent events sse token yield

Cohere✗

Google Cloud Vertex AI-

Massive context window support 100k plus

Cohere✗

Google Cloud Vertex AI-

Lpu or custom silicon for extreme low latency

Cohere✗

Google Cloud Vertex AI-

Bring your own weights byow hosting

Cohere✗

Google Cloud Vertex AI-

Dynamic batching and kv cache management

Cohere✗

Google Cloud Vertex AI-

SOC2 type ii

Cohere✓

Google Cloud Vertex AI-

HIPAA baa compliance for medical inference

Cohere✗

Google Cloud Vertex AI-

Pricing model

Cohereusage-based-compute

Google Cloud Vertex AIPer compute hour

What each one is

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

Cohere

Leader

A suite of AI tools including high-performance language models, semantic search and discovery, speech-to-text, and embedding services. Designed to run securely on your own infrastructure or via a managed cloud service, with options to train custom models on proprietary data.

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.

Cohere

Leader

from $0.30/inputHybridFree tier

Free trial tier; pay-per-token from $0.30–$10.00 per 1M tokens depending on model

API - Command$1.00–$2.00 per 1M tokens
API - Command-light$0.30–$0.60 per 1M tokens
API - Command R$0.50–$1.50 per 1M tokens
API - Command R+ (latest)$2.50–$10.00 per 1M tokens
Model VaultContact sales
EnterpriseContact sales

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	Cohere	Google Cloud Vertex AI
WebPlatforms	✓	✓
CLIPlatforms	✓	✓
Cloud / SaaSDeployment	✓	✓
Self-hostedDeployment	✓	✗
On-premiseDeployment	✓	✗
HybridDeployment	✓	✗

Platforms

Web

Cohere✓

Google Cloud Vertex AI✓

CLI

Cohere✓

Google Cloud Vertex AI✓

Deployment

Cloud / SaaS

Cohere✓

Google Cloud Vertex AI✓

Self-hosted

Cohere✓

Google Cloud Vertex AI✗

On-premise

Cohere✓

Google Cloud Vertex AI✗

Hybrid

Cohere✓

Google Cloud Vertex AI✗

Integrations

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

Cohere

Leader

Not documented yet.

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.