Cloudflare 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

CCloudflare

1.63× typical advantage

7 exact models with complete recent speed data

Lowest token cost

NNovitaAI

$0.8374 / 1M

7 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	Cloudflare	NovitaAI
ZA GLM 5.2Winner · Cloudflare z-ai/glm-5.2	Cloudflare Blended price $2.4 / 1M 500-token response 10.35 s Response starts 0.74 s Output speed 52.0 tok/s Route uptime 99.85% Context 262.1K Route cloudflare	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 · Cloudflare moonshotai/kimi-k2.7-code	Cloudflare Blended price $1.9667 / 1M 500-token response 9.91 s Response starts 1.58 s Output speed 60.0 tok/s Route uptime N/a Context 262.1K Route cloudflare	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
M Kimi K2.6Winner · Cloudflare moonshotai/kimi-k2.6	Cloudflare Blended price $1.9667 / 1M 500-token response 12.42 s Response starts 0.79 s Output speed 43.0 tok/s Route uptime 99.90% Context 262.1K Route cloudflare	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
G Gemma 4 26B A4BWinner · Cloudflare google/gemma-4-26b-a4b-it	Cloudflare Blended price $0.1667 / 1M 500-token response 9.58 s Response starts 0.49 s Output speed 55.0 tok/s Route uptime 98.30% Context 256K Route cloudflare	NovitaAI Blended price $0.22 / 1M 500-token response 22.17 s Response starts 2.17 s Output speed 25.0 tok/s Route uptime 99.89% Context 262.1K Route novita/bf16
ZA GLM 4.7 FlashWinner · Cloudflare z-ai/glm-4.7-flash	Cloudflare Blended price $0.1737 / 1M 500-token response 21.16 s Response starts 0.32 s Output speed 24.0 tok/s Route uptime 96.61% Context 131.1K Route cloudflare	NovitaAI Blended price $0.18 / 1M 500-token response 21.24 s Response starts 1.24 s Output speed 25.0 tok/s Route uptime 83.01% Context 200K Route novita/bf16
ML Llama 3.3 70B InstructWinner · NovitaAI meta-llama/llama-3.3-70b-instruct	Cloudflare Blended price $0.9463 / 1M 500-token response 11.79 s Response starts 0.42 s Output speed 44.0 tok/s Route uptime 97.51% Context 24K Route cloudflare/fp8	NovitaAI Blended price $0.2233 / 1M 500-token response 15.48 s Response starts 0.78 s Output speed 34.0 tok/s Route uptime 90.47% Context 6K Route novita/bf16
ML Llama 3.1 8B InstructWinner · NovitaAI meta-llama/llama-3.1-8b-instruct	Cloudflare Blended price $0.197 / 1M 500-token response 28.25 s Response starts 0.47 s Output speed 18.0 tok/s Route uptime 100.00% Context 32K Route cloudflare/fp8	NovitaAI Blended price $0.03 / 1M 500-token response 7.93 s Response starts 0.47 s Output speed 67.0 tok/s Route uptime 100.00% Context 16.4K Route novita/fp8

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.