Fireworks vs NovitaAI: LLM provider comparison

At a glance

Metric winners

There is no overall score. Each winner answers one specific question using only directly comparable data.

Fastest on shared models

FFireworks

2.17× typical advantage

8 exact models with complete recent speed data

Lowest token cost

NNovitaAI

$1.2445 / 1M

8 exact models using a 1K-input/500-output mix

Most models available

NNovitaAI

66 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Model	Fireworks	NovitaAI
ZA GLM 5.2Winner · Fireworks z-ai/glm-5.2	Fireworks Blended price $2.4 / 1M 500-token response 11.65 s Response starts 1.23 s Output speed 48.0 tok/s Route uptime 99.00% Context 1M Route fireworks	NovitaAI Blended price $1.6536 / 1M 500-token response 23.05 s Response starts 3.05 s Output speed 25.0 tok/s Route uptime 99.45% Context 1M Route novita/fp8
M Kimi K2.7 CodeWinner · Fireworks moonshotai/kimi-k2.7-code	Fireworks Blended price $1.9667 / 1M 500-token response 11.81 s Response starts 2.19 s Output speed 52.0 tok/s Route uptime N/a Context 262.1K Route fireworks	NovitaAI Blended price $1.888 / 1M 500-token response 29.25 s Response starts 2.94 s Output speed 19.0 tok/s Route uptime 100.00% Context 262.1K Route novita/int4
D DeepSeek V4 ProWinner · NovitaAI deepseek/deepseek-v4-pro	Fireworks Blended price $2.32 / 1M 500-token response 34.18 s Response starts 2.93 s Output speed 16.0 tok/s Route uptime 98.35% Context 1M Route fireworks	NovitaAI Blended price $1.5573 / 1M 500-token response 13.19 s Response starts 1.83 s Output speed 44.0 tok/s Route uptime 98.82% Context 1M Route novita/fp8
D DeepSeek V4 FlashWinner · Fireworks deepseek/deepseek-v4-flash	Fireworks Blended price $0.1867 / 1M 500-token response 7.79 s Response starts 1.04 s Output speed 74.0 tok/s Route uptime 98.04% Context 1M Route fireworks	NovitaAI Blended price $0.1867 / 1M 500-token response 15.08 s Response starts 1.56 s Output speed 37.0 tok/s Route uptime 99.95% Context 1M Route novita/fp8
M Kimi K2.6Winner · Fireworks moonshotai/kimi-k2.6	Fireworks Blended price $1.9667 / 1M 500-token response 6.99 s Response starts 0.41 s Output speed 76.0 tok/s Route uptime N/a Context 262.1K Route fireworks	NovitaAI Blended price $1.6667 / 1M 500-token response 20.24 s Response starts 3.00 s Output speed 29.0 tok/s Route uptime 98.89% Context 262.1K Route novita
ZA GLM 5.1Winner · Fireworks z-ai/glm-5.1	Fireworks Blended price $2.4 / 1M 500-token response 9.40 s Response starts 1.27 s Output speed 61.5 tok/s Route uptime 87.25% Context 202.8K Route fireworks	NovitaAI Blended price $2.3867 / 1M 500-token response 22.62 s Response starts 2.62 s Output speed 25.0 tok/s Route uptime 67.25% Context 204.8K Route novita/fp8
M MiniMax M2.7Winner · Fireworks minimax/minimax-m2.7	Fireworks Blended price $0.6 / 1M 500-token response 3.88 s Response starts 0.53 s Output speed 149.0 tok/s Route uptime 100.00% Context 196.6K Route fireworks	NovitaAI Blended price $0.54 / 1M 500-token response 14.46 s Response starts 1.64 s Output speed 39.0 tok/s Route uptime 99.29% Context 204.8K Route novita/fp8
O gpt-oss-20bWinner · NovitaAI openai/gpt-oss-20b	Fireworks Blended price $0.1467 / 1M 500-token response 4.43 s Response starts 0.34 s Output speed 122.0 tok/s Route uptime 99.62% Context 131.1K Route fireworks	NovitaAI Blended price $0.0767 / 1M 500-token response 4.79 s Response starts 0.37 s Output speed 113.0 tok/s Route uptime 99.98% Context 131.1K Route novita/fp4

A per-model winner combines blended price and estimated 500-token response time with equal proportional weight. Ties and rows missing either measurement receive no badge. Comparison data calculated Jul 16, 2026, 8:19 AM UTC. Values use one deterministic route per provider and model; missing measurements remain visible as N/a.