AllocateModel comparisons
402 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 2026-07-21.
Gemini 3.5 Flash
22 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs Gemini 3.1 Provs GLM 4.7 FP8vs GLM 5.2vs GPT-5.5vs Grok 4.3vs Inkling FP4vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen2.5-VL (72B) Instructvs Qwen3.5 397B A17bvs Qwen3.7 Max
Deepseek V4 Pro
22 comparisonsvs 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 Inkling FP4vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3.5 397B A17bvs Qwen3.7 Max
GPT-5.5
19 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Grok 4.3vs Inkling FP4vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3.5 397B A17bvs Qwen3.7 Max
Claude Sonnet 5
4 comparisonsLlama 4 Scout Instruct (17Bx16E)
15 comparisonsQwen3.5 397B A17b
9 comparisonsClaude Opus 4.8
7 comparisonsKimi K2.5 Fp4
19 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs DeepSeek R1 Distill Qwen 14Bvs GLM 4.7 FP8vs GLM 5.2vs Inkling 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3.5 397B A17bvs Qwen3.6 Plusvs Qwen3.7 Max
GLM 5.2
2 comparisonsGemini 3.1 Pro
21 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs GPT-5.5vs Grok 4.3vs Inkling FP4vs Kimi K2.5 Fp4vs Kimi K2.7 Codevs Kimi K3vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3.5 397B A17bvs Qwen3.7 Max
Llama 4 70B
16 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Inkling FP4vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3.5 397B A17bvs Qwen3.7 Max
Grok 4.3
18 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Inkling FP4vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3.5 397B A17bvs Qwen3.7 Max
Mistral Large 3
11 comparisonsDeepseek V3.1 NVFP4
23 comparisonsvs 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 Inkling FP4vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3.5 397B A17bvs Qwen3.7 Max
DeepSeek R1 0528 NVFP4
26 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs Deepseek V3.1 NVFP4vs Deepseek V4 Provs Gemini 3.1 Provs Gemini 3.5 Flashvs Gemini 3.6 Flashvs GLM 4.7 FP8vs GLM 5.2vs GPT-5.5vs Grok 4.3vs Inkling FP4vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen2.5-VL (72B) Instructvs Qwen3.5 397B A17bvs Qwen3.7 Max
Meta Llama 3.3 70B Instruct Turbo
15 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Inkling FP4vs Kimi K2.7 Codevs Llama 4 Scout Instruct (17Bx16E)vs MiniMax M3vs Mistral Large 3vs OpenAI GPT-OSS 120Bvs OpenAI GPT-OSS 20Bvs qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3-VL-32B-Instructvs Qwen3.5 397B A17bvs Qwen3.7 Max
Meta Llama 3.1 405B Instruct
17 comparisonsvs Claude Opus 4.8vs Claude Sonnet 5vs GLM 4.7 FP8vs GLM 5.2vs Grok 4.5vs Grok 4.6vs Inkling FP4vs 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 qwen-qwen3-235b-a22b-instruct-2507-tputvs Qwen3.5 397B A17bvs Qwen3.7 Max
OpenAI GPT-OSS 120B
11 comparisonsOpenAI GPT-OSS 20B
8 comparisonsqwen-qwen3-235b-a22b-instruct-2507-tput
5 comparisonsKimi K2.7 Code
10 comparisonsGLM 4.7 FP8
2 comparisonsMiniMax M3
13 comparisonsQwen3.7 Max
4 comparisonsInkling FP4
2 comparisonsMore 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 Grok Build 0.1DeepSeek V4 Flash vs Meta Llama 3 8B Instruct ReferenceDeepSeek V4 Flash vs Qwen3.5 9B FP8Gemini 3.6 Flash vs Qwen2.5-VL (72B) InstructGemini 3.7 Flash vs NVIDIA Nemotron 3 Ultra 550B A55B NVFP4Gemma 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 4 31B-it FP8 vs GPT-5.6 LunaGemma-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 Fp8GPT-5.6 Luna vs Glm 4.5 Air Fp8Grok 4.20 Multi-agent vs Grok 4.20 ReasoningGrok 4.20 Multi-agent vs Grok 4.3Grok 4.20 Non-reasoning vs Grok 4.20 ReasoningGrok 4.20 Non-reasoning vs Grok 4.3Grok 4.20 Reasoning vs Grok 4.3Grok 4.5 vs Grok 4.6Grok Build 0.1 vs GLM 4.6 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 25.01Meta 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 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 3.1 8B Instruct Turbo vs Nvidia Nemotron Nano 9B V2Meta Llama 3.2 1B Instruct vs Meta Llama 3.2 3B InstructMeta Llama 3.2 1B Instruct vs Ox AlphaMeta Llama 3.2 1B 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 Fp8Qwen 2 Instruct (1.5B) vs Ox AlphaQwen2 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 ThinkingQwen3.6 Plus vs Grok 4.3Trinity Mini vs Arize AI Qwen 2 1.5B InstructTrinity Mini vs Gemma 3N E4B Instruct