TopToolAdvisor

Review · AI tools

Fireworks AI review

An inference platform for open models with Standard, Priority, Fast, Batch and Spot modes on the same serverless endpoint.

By the TopToolAdvisor research desk · Updated November 7, 2026

Features (35%)
8.4
Ease of use (35%)
8.2
Value (30%)
8.9

Fireworks AI ranks fifth and has the lowest starting price we found, $0.05 per 1M input tokens on its smallest highlighted model. Its pricing page explains a useful idea: every serverless request can pick a mode. Standard is the default, Priority holds up at peak load, Fast targets 100 or more tokens per second, Batch is 50% off, and Spot is 30% off on best-effort capacity that can drop to zero. Cached input is billed at half price or less with no write fee. The highlighted catalog includes Kimi K3 at $3 input, GLM 5.3 at $1.40, DeepSeek V4.1 Flash at $0.30 and GPT OSS 120B at $0.15. For steady traffic, Reserved Throughput adds an SLA and 99.9% uptime terms. The catches are that serverless runs on prepaid credits and US-only processing adds a 50% premium on select models.

Who it is for

Teams serving open-weight models in production who want to trade speed against cost per request.

Price

Pay per token; serverless from $0.05 per 1M input tokens.

Serverless Pay per token · From $0.05 / 1M input tokens
Quoted from the vendor pricing page on November 7, 2026.

Key features

  • Five serverless modes per request: Standard, Priority, Fast, Batch and Spot
  • Batch at 50% off and Spot at 30% off Standard on select models
  • Cached input billed at half price or less, with no write fee
  • Reserved Throughput with a throughput SLA and 99.9% uptime terms
  • Models including Kimi K3, GLM 5.3, DeepSeek V4.1 Flash and OpenAI GPT OSS 120B

Strengths and weaknesses

  • Strength: The lowest published starting price on this list at $0.05 per 1M input tokens
  • Strength: Switch speed and price mode per request on the same endpoint
  • Strength: No cache write fee
  • Weakness: Spot capacity can drop to zero, so it needs retries or fallback
  • Weakness: US-only serverless costs a 50% premium on select models
  • Weakness: Usage draws down prepaid credits

Key facts

  • Starting price: $0.05 per 1M input tokens (NVIDIA Nemotron 3.5 Lightning 30B A3B)
  • Fast mode: 100+ tokens per second for interactive apps
  • Batch discount: 50% off input and output

Where it ranks

Fireworks AI is No. 4 in our Best LLM APIs verdict.

Alternatives we scored

Visit fireworks.ai · Questions or corrections: editorial@toptooladvisor.com