vioscaleAI
Comparison

Cohere vs Google Cloud Vertex AI

On the evidence we track, Cohere leads this comparison with a composite score of 70/100. 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 →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★Cohere70
Google Cloud Vertex AI42
Score
vioscaleAI score
Cohere70 / 100medium · 55%
Google Cloud Vertex AI42 / 100low · 11%
Pricing
Free tier
Cohere✓
Google Cloud Vertex AI✓
Model
Coherefreemium
Google Cloud Vertex AIcommercial
Price level
Coherelow
Google Cloud Vertex AIunknown
Starting price
Cohere$0.30
Google Cloud Vertex AI–
Transparent
Cohere✓
Google Cloud Vertex AI✗
Integrations
Count
Cohere4
Google Cloud Vertex AI2
Security
Certifications
CohereSOC 2 Type II, ISO 27001, Cyber Essentials
Google Cloud Vertex AI–
Disclosure policy
Cohere✓
Google Cloud Vertex AI–
Gdpr
Cohere✓
Google Cloud Vertex AI–
Iso27001
Cohere✓
Google Cloud Vertex AI–
Soc2
Cohere✓
Google Cloud Vertex AI–
Trust center
Coherehttps://cohere.com/security
Google Cloud Vertex AI–
Market
Availability
Content
Faq
Cohere5 items
Google Cloud Vertex AI5 items

Capabilities

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

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 comprehensive enterprise AI platform featuring generative language models that can be deployed on your own infrastructure, through cloud providers, or as a managed dedicated service with end-to-end encryption and complete data autonomy.

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/input_tokensUsage-basedFree tier

Free tier for testing; production from $0.30/1M input tokens; dedicated Model Vault for enterprise

  • Test APIFree
    • Free API calls
    • Rate limited
  • Production API$0.30 per 1000000 input_tokens + $0.60 per 1000000 output_tokens
    • Access to all models
    • Production support
  • Model VaultContact sales
    • No shared resources
    • Private deployment
    • End-to-end encryption
    • Custom model optimization
as of verify ↗

Google Cloud Vertex AI

Usage-based

Pay for Agent Platform tools, storage, compute and Cloud resources used. New customers receive $300 free credits.

as of verify ↗

Platform & deployment

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

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
4 total
  • Amazon Web Services
  • Microsoft Azure
  • Google Cloud
  • Oracle Cloud Infrastructure
Independently observed

Google Cloud Vertex AI

2 total
  • Dataverse
  • Integration Connectors API
Independently observed
Still deciding?

Cohere or Google Cloud Vertex AI: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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