vioscale
Comparison

Cohere vs Fireworks 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 →Fireworks AI full profile →
Machine formatsJSONMarkdownGraphQLor send Accept: application/json
★Cohere79
Fireworks AI66
Score
Vioscale score
Cohere79 / 100low · 45%
Fireworks AI66 / 100medium · 55%
Pricing
Free tier
Cohere✓
Fireworks AI✗
Model
Coherefreemium
Fireworks AIcommercial
Price level
Coherelow
Fireworks AIlow
Starting price
Cohere$0.30
Fireworks AI$0.55
Transparent
Cohere✓
Fireworks AI✓
Integrations
Count
Cohere–
Fireworks AI4
Security
Disclosure policy
Cohere✓
Fireworks AI–
Gdpr
Cohere✓
Fireworks AI–
Hipaa
Cohere–
Fireworks AI✓
Soc2
Cohere✓
Fireworks AI✓
Market
Availability

Capabilities

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

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

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

Fireworks AI

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

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 verify ↗

Fireworks AI

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 verify ↗

Platform & deployment

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

Platforms
Web
Cohere✓
Fireworks AI✓
CLI
Cohere✓
Fireworks AI✓
Deployment
Cloud / SaaS
Cohere✓
Fireworks AI✓
Self-hosted
Cohere✓
Fireworks AI✓
On-premise
Cohere✓
Fireworks AI✓
Hybrid
Cohere✓
Fireworks AI✓

Integrations

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

Cohere

Leader

Not documented yet.

Fireworks AI

4 total
  • OpenCode
  • Cline
  • Aider
  • External APIs via function calling
Independently observed

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

Cohere vs Fireworks AI: an evidence-based comparison · Vioscale