What is the difference between Cohere and Fireworks AI?

Cohere and Fireworks AI are both cloud GPU providers offering different pricing models, features, and GPU availability. Use our comparison tool to see real-time pricing and feature differences.

Which is cheaper: Cohere or Fireworks AI?

Pricing varies by GPU model and usage requirements. Check our real-time comparison table to find the best deals for your specific needs.

Can I switch between Cohere and Fireworks AI?

Yes, both providers offer flexible cloud GPU services. However, consider factors like data transfer costs, setup time, and specific features when switching between providers.

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Cohere vs Fireworks AI

Compare LLM inference API pricing between Cohere and Fireworks AI. Find the best rates for AI training, inference, and ML workloads.

Cohere

Provider 1

Models Available

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Fireworks AI

Provider 2

Models Available

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Comparison Overview

Total LLM Models

Cohere Models

Fireworks AI Models

Direct Comparisons

LLM API Pricing Comparison

Total models: 19Both available: 0Cohere: 2Fireworks AI: 17

Showing 15 of 19 models

Prices per 1M tokens · Last updated: 9/10/2026, 10:51:04 PM

Model ↑	Cohere	Fireworks AI	Input Diff ↕
Command R Cohere	$0.150 in $0.600 out	Not available	—
Command R7B Cohere	$0.037 in $0.150 out	Not available	—
DeepSeek V4 Flash DeepSeek	Not available	$0.220 in $0.660 out	—
DeepSeek V4 Flash Vision DeepSeek	Not available	$0.220 in $0.660 out	—
DeepSeek V4 Pro DeepSeek	Not available	$1.32 in $3.96 out	—
GLM-5.2 Zhipu	Not available	$1.40 in $4.40 out	—
GLM-5.3 Z AI	Not available	$1.40 in $4.40 out	—
GLM-5.3-Flash Z AI	Not available	$0.150 in $0.500 out	—
Inkling Thinking Machines Lab	Not available	$1.00 in $4.05 out	—
Kimi K2.6 Kimi	Not available	$0.950 in $4.00 out	—
Kimi K2.7 Code Kimi	Not available	$0.950 in $4.00 out	—
Kimi K3 Moonshot	Not available	$3.00 in $15.00 out	—
MiniMax M2.7 MiniMax	Not available	$0.300 in $1.20 out	—
MiniMax-M3 MiniMax	Not available	$0.300 in $1.20 out	—
Muse Glimmer Meta	Not available	$0.350 in $1.50 out	—

Features Comparison

Cohere

Command Model Family
High-performance generative models combining reasoning, tool orchestration, and multimodal intelligence, supporting 49 languages
North Mini Code
Agentic coding model built for practical software engineering tasks
Aya Multilingual Models
Research-grade multilingual models (8B and 32B) excelling across diverse languages
Transcribe
High-fidelity speech-to-text model supporting 14 languages with robust real-world conversation handling
Embed & Rerank
Multimodal semantic search and relevance optimization for retrieval-augmented generation
Flexible Deployment
Deploy via cloud API, virtual private cloud, on-premises, or Cohere-managed Model Vault

Fireworks AI

100+ Open-Source Models
Text, vision, audio, image, and embedding models, including recent releases such as Kimi K3, GLM 5.2, DeepSeek V4, MiniMax M3, and Qwen3.7 Plus
Blazing Fast Inference
Industry-leading throughput and latency with fast inference engine
Fine-Tuning Suite
SFT, DPO, and reinforcement fine-tuning of models up to 1T+ parameters, from guided runs through writing your own trainer and RL loop
OpenAI- and Anthropic-Compatible API
Drop-in replacement for closed-model APIs - change the base URL to migrate, with the same SFT data format for fine-tuning
On-Demand GPUs
H100, H200, B200, B300, and GB300 deployments with per-second billing and autoscaling
Batch Processing
Async bulk inference jobs run at scale for less than standard serverless requests

Pros & Cons

Cohere

Advantages

Strong enterprise security and compliance focus
Flexible deployment options including on-premises
Excellent multilingual support with Aya models
Competitive pricing for high-quality models

Considerations

Smaller model ecosystem compared to OpenAI or Anthropic
Less name recognition in consumer AI space
Enterprise features may be overkill for smaller projects

Fireworks AI

Advantages

Lightning-fast inference with industry-leading response times
Easy-to-use API with OpenAI and Anthropic compatibility
Wide variety of optimized open-source models
Discounted pricing for cached tokens and batch inference

Considerations

Limited capacity with some serverless model limits
Primarily focused on language models over image/video generation
BYOC only available for major enterprise customers

Compute Services

Cohere

Fireworks AI

Pricing Options

Cohere

Pay-as-you-go

Production API keys billed per million input and output tokens, invoiced monthly or once an outstanding balance threshold is reached

Trial API Key

Free rate-limited key created automatically with every account, for development and testing but not commercial use

Model Vault

Dedicated managed inference priced per instance by model and performance tier, billed hourly or via monthly and annual commitments, with Fixed or Flex plans

Enterprise

Custom pricing for the North and Compass platforms, model customization, and private or on-premises deployments

Fireworks AI

Serverless Inference

Pay-per-token pricing across Standard, Priority, and Fast serverless tiers with postpaid billing and no cold starts

Cached tokens

Cached input tokens billed at a reduced rate on supported models

Batch processing

Async bulk inference billed at a discount to standard serverless requests

Embeddings

Embedding models billed per 1M input tokens, tiered by model parameter count

Fine Tuning

Supervised and preference fine tuning billed per 1M training tokens with LoRA or full-parameter options; reinforcement fine tuning billed per GPU hour

Serverless Training API

Shared always-on trainer pool for LoRA training with no provisioning or idle cost, billed per token prefilled, sampled, and trained

On-demand GPUs

Per-second billing for H100, H200, B200, B300, and GB300 GPU deployments with no start-up charges; region-restricted deployments in the US or Europe are priced at 1.25x the standard rate

Reserved capacity

Guaranteed capacity with higher rate limits and earliest access to new hardware, arranged through sales

Getting Started

Cohere

Get Started

1
Create Cohere account
Sign up at dashboard.cohere.com
2
Get API key
Generate a trial or production API key from the dashboard
3
Install SDK
pip install cohere (Python) or npm install cohere-ai (TypeScript)
4
Make first API call
Call the Chat, Embed, or Rerank endpoint with your API key, or experiment in the dashboard Playground

Fireworks AI

Get Started

1
Explore Model Library
Browse 100+ models at fireworks.ai/models
2
Test in Playground
Experiment with prompts interactively without coding
3
Generate API Key
Create an API key from user settings in your account
4
Make first API call
Use OpenAI-compatible endpoints or Fireworks SDK
5
Scale to production
Transition to on-demand GPU deployments for production workloads

Support & Global Availability

Cohere

Global Regions

Global API access with deployment options including AWS, GCP, Azure, and on-premises installations

Support

Documentation, API reference, release notes, cookbooks, LLM University courses, Discord community, and enterprise support options

Fireworks AI

Global Regions

18+ global regions across 8 cloud providers with multi-region deployments and BYOC support for enterprise

Support

Documentation, Discord community, status page, email support, and dedicated enterprise support with SLAs