vioscaleAI
Comparison

Cohere vs Fireworks 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 →Fireworks AI full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★Cohere70
Fireworks AI61
Score
vioscaleAI score
Cohere70 / 100medium · 55%
Fireworks AI61 / 100medium · 55%
Pricing
Free tier
Cohere✓
Fireworks AI✗
Model
Coherefreemium
Fireworks AIcommercial
Price level
Coherelow
Fireworks AIlow
Starting price
Cohere$0.30
Fireworks AI$0.01
Transparent
Cohere✓
Fireworks AI✓
Integrations
Count
Cohere4
Fireworks AI2
Security
Certifications
Disclosure policy
Cohere✓
Fireworks AI✓
Gdpr
Cohere✓
Fireworks AI✓
Hipaa
Cohere–
Fireworks AI✓
Iso27001
Cohere✓
Fireworks AI–
Soc2
Cohere✓
Fireworks AI✓
Trust center
Market
Availability
Content
Faq
Cohere5 items
Fireworks AI7 items

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 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

Fireworks AI

Fireworks provides serverless and on-demand inference for open source models and custom trained versions, with tools for model fine-tuning, optimization, and deployment. It supports per-token and per-GPU billing with API compatibility for existing model clients.

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 ↗

Fireworks AI

from $0.01/tokensUsage-based

Usage-based pay-per-token for serverless; managed training at $0.50–$12/1M tokens; dedicated GPU from $0.134–$0.334/minute

  • Serverless InferenceUsage-based per-token pricing
    • Pay per input token
    • Pay per output token
    • Pay per cached token
    • OpenAI and Anthropic compatible API
    • Priority and Fast serving options
  • Embeddings$0.008–$0.1 per 1M input tokens
    • Multiple embedding models
    • Tiered by model size
  • Managed Training$0.50–$12 per 1M training tokens depending on model size and method
    • LoRA SFT
    • LoRA DPO
    • Full Parameter SFT
    • Full Parameter DPO
    • Quantization-aware training
  • Serverless Training APIUsage-based pricing per 1M tokens for prefill, cached prefill, sample, and train
    • Shared trainer pool
    • No provisioning required
    • No idle costs
    • Cached prefill option
  • On-Demand DeploymentsContact sales
    • H100, B200, B300, GB300 GPU options
    • Multi-region support
    • Post-trained model support
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
4 total
  • Amazon Web Services
  • Microsoft Azure
  • Google Cloud
  • Oracle Cloud Infrastructure
Independently observed

Fireworks AI

6 total
  • OpenCode
  • Cline
  • Aider
  • External APIs via function calling
  • OpenAI
  • Anthropic
Independently observed
Still deciding?

Cohere or Fireworks 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.