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Fireworks AI vs Together AI: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for Fireworks AI and Together AI side by side. This page compares data; it is not a hands-on review.

On the data: On the data below, Fireworks AI leads on a free plan. We do not name an overall winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison 23 user reviews compared Pricing checked Oct 7, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

Fireworks AI

Fast inference for open-source AI models

Best for you if:

  • • You want no cold starts and automatic scaling across GPU clusters

Together AI

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

Best for you if:

  • • You want many open models
At a glance: Fireworks AI vs Together AI
At a Glance
Fireworks AI Fireworks AI
Together AI Together AI
Starts at
Free plan
Not published
Category
GPU Cloud AI Model Deployment
Cloud & Infrastructure GPU Cloud
Rating
3.8/5 G2 4.1 · Trustpilot 2.9 17 reviews 4.0/5 G2 4.0 6 reviews
Free plan
n/a No
Watch out for
Fine-tuning rates exclude storage and compute for training Minimum charges for specialized fine-tuning models

Choose Fireworks AI or Together AI?

Fireworks AI

Choose Fireworks AI if

  • You want no cold starts and automatic scaling across GPU clusters
  • You want $1 free credit for new users to test without commitment
  • You work in GPU cloud, not cloud & infrastructure
Together AI

Choose Together AI if

  • You want many open models
  • You want competitive pricing
  • You work in cloud & infrastructure, not GPU cloud

In-Depth Analysis

Fireworks AI Fireworks AI

Fast inference for open-source AI models

Good value

Fireworks AI's pricing is fair and competitive, especially for open-source models, with serverless rates as low as $0.10/1M tokens for small models and a $1 free credit to start.

Watch out

Fine-tuning rates exclude storage and compute for training

Strengths

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

Weaknesses

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

Key features

Serverless inference for 400+ open-source AI models with no cold starts Support for LLMs, image generation, vision, and audio models Model fine-tuning with SFT, DPO, and quantization-aware training On-demand GPU deployments on A100, H100, H200, and B200 hardware OpenAI-compatible API for drop-in replacement workflows Cached input token pricing at 50% discount across all text models

Together AI Together AI

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

Good value

The 50% discount on batch API is a strong value-add for high-volume users.

Watch out

Minimum charges for specialized fine-tuning models

Strengths

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

Weaknesses

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

Key features

LLM inference Image generation Fine-tuning GPU cloud Batch processing Code execution

Plans and prices: Fireworks AI vs Together AI

Plans and prices of Fireworks AI and Together AI, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
Fireworks AI
  • Serverless: Free
  • On-Demand Deployments: Custom pricing
  • Enterprise: Custom pricing
fireworks.ai/pricing read Oct 1, 2026
Together AI
  • Serverless Inference: Custom pricing
  • Fine-Tuning: Custom pricing
  • GPU Cloud: Custom pricing
together.ai/pricing read Oct 7, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on Fireworks AI pricing and Together AI pricing.

Key Takeaways

Fireworks AI

  • Has a free plan

Together AI

  • Choose if you want run open-source LLMs with serverless inference and fine-tuning

What the data shows

On the data below, Fireworks AI leads on a free plan. We do not name an overall winner for this pair.

  • User ratings rest on too few reviews to rank (3.8/5 from 17 reviews for Fireworks AI, 4.0/5 from 6 reviews for Together AI; we compare ratings only above 20 reviews on both sides).
  • Only Fireworks AI has a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do Fireworks AI and Together AI compare in 2026?

On the data below, Fireworks AI leads on a free plan. We do not name an overall winner for this pair. User ratings rest on too few reviews to rank (3.8/5 from 17 reviews for Fireworks AI, 4.0/5 from 6 reviews for Together AI; we compare ratings only above 20 reviews on both sides). Only Fireworks AI has a free plan.

What are Fireworks AI and Together AI used for?

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

What does Fireworks AI cost vs Together AI?

Fireworks AI has no public paid-plan price on file. Together AI has no public paid-plan price on file. Prices read on the vendors' pricing pages, latest check Oct 7, 2026.

What's the main difference between Fireworks AI and Together AI?

Fireworks AI's main strength: no cold starts and automatic scaling across GPU clusters. Together AI's main strength: many open models.

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