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Together AI vs Fireworks AI: Which is Better in 2026?

Choosing between Together AI and Fireworks AI comes down to understanding what each tool does best. This comparison breaks down the key differences so you can make an informed decision based on your specific needs, not marketing claims.

Bottom line: Together AI is our overall pick for AI & automation workflows. Pick Fireworks AI if you need AI model deployment.

··Methodology
Editor reviewed0 verified reviews comparedPricing checked May 2026

Short on time? Here's the quick answer

We've tested both tools. Here's who should pick what:

Together AI

Run open-source LLMs with serverless inference and fine-tuning

Best for you if:

  • • You need AI & automation features specifically
  • Together AI is an inference platform for open-source AI models
  • It provides fast, affordable access to leading open models

Fireworks AI

Fast inference for open-source AI models

Best for you if:

  • • You need AI model deployment features specifically
  • Cloud inference platform running 400+ open-source AI models with serverless deployment and no cold starts
  • Per-token pricing starts at $0.10 per 1M tokens for small models; on-demand GPUs from $2.90/hour
At a Glance
Together AITogether AI
Fireworks AIFireworks AI
Starts at
Paid
Paid
Best For
AI & AutomationAI Model Deployment
Rating
--

Choose Together AI or Fireworks AI?

Together AI

Choose Together AI if

Run open-source LLMs with serverless inference and fine-tuning

  • Many open models
  • Competitive pricing
  • Fast inference
  • Your work is AI & automation-shaped, not AI model deployment-shaped
Fireworks AI

Choose Fireworks AI if

Fast inference for open-source AI models

  • No cold starts and automatic scaling across GPU clusters
  • $1 free credit for new users to test without commitment
  • Per-token pricing keeps costs predictable for variable workloads
  • Your work is AI model deployment-shaped, not AI & automation-shaped
FeatureTogether AIFireworks AI
Pricing ModelPaidUsage_based
User Rating
4.8/5
5 reviews
No ratings yet
Categories
AI & AutomationCloud & Infrastructure
AI Model DeploymentGPU Cloud

In-Depth Analysis

Together AITogether AI

Run open-source LLMs with serverless inference and fine-tuning

Strengths

  • +Many open models
  • +Competitive pricing
  • +Fast inference
  • +Good for startups
  • +Fine-tuning available

Weaknesses

  • -Smaller than big providers
  • -Model quality varies
  • -Support basic
  • -Documentation gaps
  • -Newer platform

Key features

LLM inferenceImage generationFine-tuningGPU cloudBatch processingCode execution
Starts at Paid

Fireworks AIFireworks AI

Fast inference for open-source AI models

Strengths

  • +No cold starts and automatic scaling across GPU clusters
  • +$1 free credit for new users to test without commitment
  • +Per-token pricing keeps costs predictable for variable workloads
  • +Supports latest open-source models including DeepSeek, Qwen, and Llama
  • +Fine-tuning available directly on the platform without separate tooling

Weaknesses

  • -No free tier beyond the initial $1 credit for new users
  • -Pricing varies significantly by model size and type
  • -On-demand GPU deployments require minimum hourly spend
  • -Less suited for teams wanting managed prompt engineering or RAG pipelines
  • -Smaller community and ecosystem compared to AWS Bedrock or Azure AI

Key features

Serverless inference for 400+ open-source AI models with no cold startsSupport for LLMs, image generation, vision, and audio modelsModel fine-tuning with SFT, DPO, and quantization-aware trainingOn-demand GPU deployments on A100, H100, H200, and B200 hardwareOpenAI-compatible API for drop-in replacement workflowsCached input token pricing at 50% discount across all text models
Starts at Paid

Pricing: Together AI vs Fireworks AI

PlanTogether AIFireworks AI
Tier 1
Serverless Inference
Free
Serverless
Tier 2
Fine-Tuning
On-Demand Deployments
Tier 3
GPU Cloud
Enterprise

Pricing verified from each vendor's public pricing page. Compare in detail on Together AI pricing and Fireworks AI pricing.

Who Should Use What?

On a budget?

Both are paid. Compare plans on their websites.

Go with: Together AI

Want the highest-rated option?

Neither has user reviews yet.

Go with: Together AI

Value user reviews?

Neither has user reviews yet.

Go with: Together AI

3 Questions to Help You Decide

1

What's your budget?

Together AI is paid. Fireworks AI is usage_based.

2

What's your use case?

Together AI is a AI & automation tool. Fireworks AI is in AI model deployment. Pick the category that matches your needs.

3

How important are ratings?

Neither has user reviews yet.

Key Takeaways

Together AI

  • Our pick for this comparison

Fireworks AI

  • Better fit for AI model deployment

The Bottom Line

Together AI is our pick.

Frequently Asked Questions

Is Together AI or Fireworks AI better?

Together AI is rated in our evaluation. Together AI is paid and Fireworks AI is usage_based.

What are Together AI and Fireworks AI used for?

Together AI: Run open-source LLMs with serverless inference and fine-tuning. Fireworks AI: Fast inference for open-source AI models.

What does Together AI cost vs Fireworks AI?

Together AI is a paid tool. Fireworks AI is a paid tool. Visit their websites for detailed pricing.

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