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Model comparisons

360 side-by-side comparisons built from the catalog: provider list prices, context windows, and licenses, with the math on what a real workload costs on each. Prices checked 2026-07-08.

Gemini 3.5 Flash

21 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs Gemini 3.1 Provs GLM 4.7 FP8vs GLM 5.2vs GPT-5.5vs Grok 4.3vs Kimi K2.5 Fp4vs Kimi K2.7 Codevs Llama 4 70Bvs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen2.5-VL (72B) Instructvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Deepseek V4 Pro

21 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs Gemini 3.1 Provs Gemini 3.5 Flashvs GLM 4.7 FP8vs GLM 5.2vs GPT-5.5vs Grok 4.3vs Kimi K2.5 Fp4vs Kimi K2.7 Codevs Llama 4 70Bvs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

GPT-5.5

18 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Grok 4.3vs Kimi K2.5 Fp4vs Kimi K2.7 Codevs Llama 4 70Bvs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Claude Sonnet 5

2 comparisons
vs GLM 4.7 FP8vs GLM 5.2

Llama 4 Scout Instruct (17Bx16E)

14 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Kimi K2.7 Codevs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen2.5 7B Instruct Turbovs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3-VL-8B-Instructvs Qwen3.5 397B A17bvs Qwen3.7 Max

Qwen3.5 397B A17b

7 comparisons
vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5 Fp4vs GLM 5.2vs NVIDIA Nemotron 3 Ultra 550B A55B NVFP4vs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.7 Max

Claude Opus 4.8

6 comparisons
vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Kimi K2.5 Fp4

18 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs DeepSeek R1 Distill Qwen 14Bvs GLM 4.7 FP8vs GLM 5.2vs Kimi K2.7 Codevs Llama 4 70Bvs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.6 Plusvs Qwen3.7 Max

GLM 5.2

2 comparisons
vs GLM 5.1 FP4vs Kimi K2.6 Fp4

Gemini 3.1 Pro

19 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs GPT-5.5vs Grok 4.3vs Kimi K2.5 Fp4vs Kimi K2.7 Codevs Llama 4 70Bvs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Llama 4 70B

15 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Kimi K2.7 Codevs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Grok 4.3

17 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Kimi K2.5 Fp4vs Kimi K2.7 Codevs Llama 4 70Bvs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Mistral Large 3

10 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Kimi K2.7 Codevs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Deepseek V3.1 NVFP4

22 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs Deepseek V4 Provs Gemini 3.1 Provs Gemini 3.5 Flashvs GLM 4.7 FP8vs GLM 5.2vs GPT-5.5vs Grok 4.3vs Kimi K2.5 Fp4vs Kimi K2.7 Codevs Llama 4 70Bvs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

DeepSeek R1 0528 NVFP4

24 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs Deepseek V3.1 NVFP4vs Deepseek V4 Provs Gemini 3.1 Provs Gemini 3.5 Flashvs GLM 4.7 FP8vs GLM 5.2vs GPT-5.5vs Grok 4.3vs Kimi K2.5 Fp4vs Kimi K2.7 Codevs Llama 4 70Bvs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.1 405B Instructvs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen2.5-VL (72B) Instructvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Meta Llama 3.3 70B Instruct Turbo

14 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Kimi K2.7 Codevs Llama 4 Scout Instruct (17Bx16E)vs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3-VL-32B-Instructvs Qwen3.5 397B A17bvs Qwen3.7 Max

Meta Llama 3.1 405B Instruct

14 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Kimi K2.7 Codevs Llama 4 Scout Instruct (17Bx16E)vs Meta Llama 3.3 70B Instruct Turbovs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

OpenAI GPT-OSS 120B

9 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs OpenAI GPT-OSS 20Bvs Qwen2.5 7B Instruct Turbovs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

OpenAI GPT-OSS 20B

8 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Meta Llama 3 8B Instruct Litevs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Qwen3 235B A22B Instruct 2507 FP8 Throughput

5 comparisons
vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Qwen3-VL-8B-Instructvs Qwen3.7 Max

Kimi K2.7 Code

9 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

GLM 4.7 FP8

3 comparisons
vs Cogito v2.1 671Bvs GLM 4.6 Fp8vs GLM 5.2

MiniMax M3

12 comparisons
vs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Kimi K2.7 Codevs MiniMax M2.7 FP4vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs Qwen3 235B A22B Instruct 2507 FP8 Throughputvs Qwen3.5 397B A17bvs Qwen3.7 Max

Qwen3.7 Max

3 comparisons
vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2

More comparisons

Each catalog model against its nearest peers by price.
Arize AI Qwen 2 1.5B Instruct vs Gemma 3N E4B InstructCogito v2.1 671B vs GLM 4.6 Fp8Cogito v2.1 671B vs Qwen2-VL (72B) InstructDeepseek Coder 33B Instruct vs Gemma-2 Instruct (27B)Deepseek Coder 33B Instruct vs MiniMax M2.7 FP4Deepseek Coder 33B Instruct vs Qwen 2.5 14B InstructDeepseek Coder 33B Instruct vs Qwen 2.5 Coder 32B InstructDeepseek Coder 33B Instruct vs Qwen3 Next 80B A3b InstructDeepseek Coder 33B Instruct vs Qwen3 Next 80B A3b ThinkingDeepseek Coder 33B Instruct vs Qwen3.7 PlusDeepSeek R1 Distill Llama 70B vs NVIDIA Nemotron 3 Ultra 550B A55B NVFP4DeepSeek R1 Distill Llama 70B vs Qwen3 Coder 480B A35B Instruct Fp8DeepSeek R1 Distill Qwen 1.5B vs Meta Llama 3 8B Instruct ReferenceDeepSeek R1 Distill Qwen 1.5B vs Meta Llama 3.1 8B Instruct TurboDeepSeek R1 Distill Qwen 1.5B vs Nvidia Nemotron Nano 9B V2DeepSeek R1 Distill Qwen 14B vs Qwen3.6 PlusGemma 3N E4B Instruct vs LFM2.5-8B-A1BGemma 4 31B-it FP8 vs GLM 4.5 AirGemma 4 31B-it FP8 vs Glm 4.5 Air Fp8Gemma-2 Instruct (27B) vs Qwen 2.5 14B InstructGemma-2 Instruct (27B) vs Qwen 2.5 Coder 32B InstructGemma-2 Instruct (27B) vs Qwen3.7 PlusGLM 4.5 Air vs Glm 4.5 Air Fp8Kimi K2.6 Fp4 vs GLM 5.1 FP4LFM2.5-8B-A1B vs Meta Llama 3.2 1B InstructLFM2.5-8B-A1B vs Meta Llama 3.2 3B InstructLlama Guard 4 12B vs Meta Llama 3 8B InstructLlama Guard 4 12B vs Meta Llama 3.1 8BLlama Guard 4 12B vs Ministral 3 14B Instruct 2512Llama Guard 4 12B vs Mistral (7B) Instruct v0.1Llama Guard 4 12B vs Mistral (7B) Instruct v0.3Llama Guard 4 12B vs Mistral Small (24B) Instruct 25.01Llama Guard 4 12B vs Qwen3.5 9B FP8Meta Llama 3 70B Instruct Turbo vs Llama 3.1 Nemotron 70B Instruct HFMeta Llama 3 70B Instruct Turbo vs Qwen2 72B InstructMeta Llama 3 8B Instruct Lite vs Nvidia Nemotron Nano 9B V2Meta Llama 3 8B Instruct Reference vs Llama Guard 4 12BMeta Llama 3 8B Instruct Reference vs Meta Llama 3 8B InstructMeta Llama 3 8B Instruct Reference vs Meta Llama 3.1 8BMeta Llama 3 8B Instruct Reference vs Meta Llama 3.1 8B Instruct TurboMeta Llama 3 8B Instruct Reference vs Ministral 3 14B Instruct 2512Meta Llama 3 8B Instruct Reference vs Mistral (7B) Instruct v0.1Meta Llama 3 8B Instruct Reference vs Mistral (7B) Instruct v0.3Meta Llama 3 8B Instruct Reference vs Mistral Small (24B) Instruct 25.01Meta Llama 3 8B Instruct Reference vs Qwen3.5 9B FP8Meta Llama 3.1 70B Instruct Turbo vs Llama 3.1 Nemotron 70B Instruct HFMeta Llama 3.1 70B Instruct Turbo vs Meta Llama 3 70B Instruct TurboMeta Llama 3.1 70B Instruct Turbo vs Qwen2 72B InstructMeta Llama 3.2 1B Instruct vs Meta Llama 3.2 3B InstructMeta Llama 3.2 1B Instruct vs Qwen 2 Instruct (1.5B)Meta Llama 3.2 3B Instruct vs Qwen 2 Instruct (1.5B)Mixtral-8x7B Instruct v0.1 vs Nous Hermes 2 Mixtral 8X7B DpoMixtral-8x7B Instruct v0.1 vs Pearl-ai Gemma-4-31B-it-pearlNous Hermes 2 Mixtral 8X7B Dpo vs Pearl-ai Gemma-4-31B-it-pearlNVIDIA Nemotron 3 Ultra 550B A55B NVFP4 vs GLM 5 Fp4NVIDIA Nemotron 3 Ultra 550B A55B NVFP4 vs Qwen3 Coder 480B A35B Instruct Fp8Qwen2 72B Instruct vs Qwen3-VL-32B-InstructQwen2-VL (72B) Instruct vs Qwen QwQ-32BQwen2.5 72B Instruct Turbo vs Qwen2-VL (72B) InstructQwen2.5 72B Instruct vs Qwen QwQ-32BQwen2.5 72B Instruct vs Qwen2-VL (72B) InstructQwen2.5 72B Instruct vs Qwen2.5 72B Instruct TurboQwen3 Coder Next Fp8 vs Qwen3 Next 80B A3b InstructQwen3 Coder Next Fp8 vs Qwen3 Next 80B A3b ThinkingQwen3 Next 80B A3b Instruct vs Qwen3 Next 80B A3b ThinkingTrinity Mini vs Arize AI Qwen 2 1.5B InstructTrinity Mini vs Gemma 3N E4B Instruct