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Fireworks AI vs OpenRouter 2026: Self-Serve Post-Training vs Broadest Model Catalog

Quick verdict: OpenRouter is our overall pick for Fireworks AI vs OpenRouter.

OpenRouter holds the higher rating (4.3 vs 4.0) and owns the broadest catalog — 374+ models including GPT and Claude behind one key. Fireworks AI counters with the only self-serve post-training stack (SFT/LoRA/RL) under a single inference API plus a 99.9% uptime SLA.

~980 words · 2 tools compared

Tool Rating Pricing Best for
Fireworks AI Best for teams 4.0/5 $0.10/1M tokens Fireworks AI runs 200+ open-source LLMs with a self-serve post-training stack (SFT/LoRA/RL…
OpenRouter Best overall Best free 4.3/5 Free $0.07/1M tokens OpenRouter is the largest AI model gateway — 374+ models from Anthropic, OpenAI, Google, D…
Bottom line: OpenRouter when breadth of model choice matters most — GPT, Claude, DeepSeek, Llama and 374+ total behind one API key with free tiers and BYOK. Fireworks AI when your roadmap includes post-training: it is the only provider where SFT, LoRA and reinforcement fine-tuning live under the same inference API, with Day-0 open-model support and a 99.9% uptime SLA. Budget note: Fireworks' $1 new-account free credit is shallower than OpenRouter's free model tiers — plan for real usage from day one. Chinese/Japanese: neither localizes; OpenRouter is the safer default for mixed-model routing.

Pricing and details

Fireworks AI · 4.0/5

$1 free credit for new accounts · $0.10/1M tokens

Pay-per-token for serverless; new accounts get only $1 in free credits (less than Together AI's $5 and Cerebras' 1M tokens/day); Serverless from $0.10/1M tokens for text & vision under 4B; On-Demand dedicated from $7.00/hr H100 (billed per second, no cold-boot cost); LoRA fine-tuning from $0.50/1M training tokens; Usage limit tier 1 = $50/month by default, hard-blocks requests when exceeded even with remaining credits

Inference · API · Fine-Tuning · Open-Source

Fireworks AI runs 200+ open-source LLMs with a self-serve post-training stack (SFT/LoRA/RL) and 99.9% uptime SLA — pay-per-token serverless, no GPU provisioning, Day-0 support for new open weights.

Score breakdown

Evidence legend: ★ Hands-on tested = we used the product ourselves; Verified (docs) = checked against the vendor’s own pages and pricing.

FunctionalityVerified (docs)
5.0
UsabilityVerified (docs)
4.0
StabilityVerified (docs)
4.0
CollaborationVerified (docs)
2.0
LocalizationVerified (docs)
3.0
ValueVerified (docs)
3.0

📎 Research-only: only provider with full self-serve post-training stack (SFT/LoRA/RL) under one inference API; Day-0 open model support; 99.9% uptime SLA; $1 free credit (shallow); On-Demand $7/hr H100 adds up on always-on

Pros

  • Best dimension: Core features at 5/5 — only provider with full self-serve post-training stack (SFT/LoRA/RL pipelines) under one inference API; 200+ open models across five modalities; Day-0 support for new open-source weights.
  • Stability at 4/5 — 99.9% uptime SLA with 15T tokens/day operational scale; no cold boots on Serverless.
  • Ease of use at 4/5 — OpenAI/Anthropic-compatible API; one-line migration for chat completion and embedding calls.
  • Pricing: Pay-per-token serverless from $0.10/1M; On-Demand from $7.00/hr H100 billed per second; LoRA fine-tuning from $0.50/1M tokens

Cons

  • Weakest dimension: Value for money at 3/5 — not always the cheapest per-token option; On-Demand GPU $7.00/hr adds up quickly for always-on deployments.
  • Free credit only $1 for new accounts — far less than Together AI ($5) or Cerebras (1M tokens/day); limits free-tier evaluation depth.
  • Weigh value and free-credit depth before committing.

Pricing verified 2026-09-11

OpenRouter · 4.3/5

Free plan available · $0.07/1M tokens

Pay-per-token, no monthly fees; 374+ models; free models: 20 req/min, 50 req/day (under $10 lifetime credits) or 1000/day ($10+); BYOK 1M free routing requests/mo; cheapest free models (DeepSeek R1, Llama 3.3 70B, Gemma 3, Gemini Flash) all rate-limited; paid models start at ~$0.07/1M input for small open models

Freemium · Gateway · API

OpenRouter is the largest AI model gateway — 374+ models from Anthropic, OpenAI, Google, DeepSeek and more, with free tiers, BYOK support, and unified OpenAI-compatible API.

Score breakdown

Evidence legend: ★ Hands-on tested = we used the product ourselves; Verified (docs) = checked against the vendor’s own pages and pricing.

FunctionalityVerified (docs)
5.0
UsabilityVerified (docs)
4.0
StabilityVerified (docs)
4.0
CollaborationVerified (docs)
3.0
LocalizationVerified (docs)
3.0
ValueVerified (docs)
5.0

📎 Research-only: broadest model selection by far; free tier has daily caps that tighten before $10 spend; BYOK support is unique; English-only interface

Pros

  • Best dimension: Core features at 5/5 — backed by verification against the official site & pricing.
  • Second strong point: Value for money at 5/5.
  • Pricing: Pay-per-token, no monthly fees
  • Positioning: OpenRouter is the largest AI model gateway — 374+ models from Anthropic, OpenAI, Google, DeepSeek and more, with free tiers, BYOK support, and unified OpenAI-compatible API.

Cons

  • Weakest dimension: Localization at 3/5.
  • Weigh localization before committing.

Pricing verified 2026-09-07

Frequently asked questions

Which is better overall, Fireworks AI or OpenRouter?

OpenRouter is our overall pick (4.3/5 vs 4.0/5). OpenRouter holds the higher rating (4.3 vs 4.0) and owns the broadest catalog — 374+ models including GPT and Claude behind one key. Fireworks AI counters with the only self-serve post-training stack (SFT/LoRA/RL) under a single inference API plus a 99.9% uptime SLA.

Do Fireworks AI and OpenRouter offer free plans?

OpenRouter has a free tier. Fireworks AI paid plans start at $0.10/1M tokens; OpenRouter paid plans start at $0.07/1M tokens.

What does OpenRouter cost?

$0.07/1M tokens — Pay-per-token, no monthly fees; 374+ models; free models: 20 req/min, 50 req/day (under $10 lifetime credits) or 1000/day ($10+); BYOK 1M free routing requests/mo; cheapest free models (DeepSeek R1, Llama 3.3 70B, Gemma 3, Gemini Flash) all rate-limited; paid models start at ~$0.07/1M input for small open models. Prices were last verified on 2026-09-11.

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