ModelsAgree

Head-to-head

Fireworks AI vs Groq

Fireworks AI leads: the AI models rank it above its rival on 1 of the 1 leaderboard they share. Based on how ChatGPT, Claude, Gemini & Grok rank both across the leaderboard they share — re-polled weekly, reasoning shown verbatim.

Fireworks AI1 win
Groq0 wins
LeaderboardFireworks AIGroq
Best serverless LLM inference API#1 / 8#3 / 8

Why the models rank Fireworks AI — on best serverless llm inference api

Best overall balance of fast, no-cold-start serving, strong open-model coverage, OpenAI-compatible APIs, prompt caching, batch discounts, fine-tuning, and a clean path to higher-reliability or dedicated capacity; narrowly beats Together for production ergonomics.

Why the models rank Groq — on best serverless llm inference api

unmatched ultra-low latency and highest tokens/sec (500-1000+ tps on LPUs) with no cold starts for real-time apps like agents/voice

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Ranks from the merged 4-model leaderboards · re-polled weekly · methodology