Compare AI Models: Benchmarks, API Pricing & Speed

Head-to-head comparisons of 330+ frontier AI models across coding, reasoning, API token pricing, context window capacity, and inference speed.

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Select any two models across 33 global AI labs (Google, OpenAI, Anthropic, xAI, Meta, DeepSeek, Alibaba Qwen, Mistral & more) to evaluate token economics, speed, benchmarks, and context.

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GPT-4o vs Gemini 1.5 ProFrontier Flagship Claude 3.5 Sonnet vs GPT-4oCoding King Grok-3 vs GPT-4oColossus Scale DeepSeek R1 vs OpenAI o1Open Reasoning Llama 3.1 405B vs GPT-4oOpen Weights Gemini 1.5 Pro vs Claude 3 Opus2M Context

Multi-Model Compare Matrix (2-4 AI Models)

Head-to-head comparisons of 330+ frontier AI models across coding, reasoning, API token pricing, context window capacity, and inference speed.

AI model comparisons

Showing 12 of 489 head-to-head AI model comparisons (489 total)

Benchmarks · Pricing · Speed

Aion-3.0 vs Aion-Mini

Подробное сравнение Aion-3.0 (AionLabs) и Aion-Mini (AionLabs): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aion-3.0 vs Gemini 3.6 Flash

Подробное сравнение Aion-3.0 (AionLabs) и Gemini 3.6 Flash (Google): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aion-Mini vs Laguna XS 2.1

Подробное сравнение Aion-Mini (AionLabs) и Laguna XS 2.1 (Poolside): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aya Expanse 32B vs Llama 3.2 90B Vision

Подробное сравнение Aya Expanse 32B (Cohere) и Llama 3.2 90B Vision (Meta): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aya Expanse 8B vs Command R+

Подробное сравнение Aya Expanse 8B (Cohere) и Command R+ (Cohere): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aya Expanse 8B vs Qwen 2.5 7B Instruct

Подробное сравнение Aya Expanse 8B (Cohere) и Qwen 2.5 7B Instruct (Alibaba): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aya Vision 32B vs Aya Vision 8B

Подробное сравнение Aya Vision 32B (Cohere) и Aya Vision 8B (Cohere): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aya Vision 32B vs DeepSeek-V3-0324

Подробное сравнение Aya Vision 32B (Cohere) и DeepSeek-V3-0324 (DeepSeek): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aya Vision 8B vs Command R7B Arabic

Подробное сравнение Aya Vision 8B (Cohere) и Command R7B Arabic (Cohere): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Aya Vision 8B vs Mistral Small 3

Подробное сравнение Aya Vision 8B (Cohere) и Mistral Small 3 (Mistral AI): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Claude 3.5 Haiku vs Claude 3 Haiku

Подробное сравнение Claude 3.5 Haiku (Anthropic) и Claude 3 Haiku (Anthropic): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Benchmarks · Pricing · Speed

Claude 3.5 Haiku vs Gemini 2.0 Flash

Подробное сравнение Claude 3.5 Haiku (Anthropic) и Gemini 2.0 Flash (Google): стоимость API за 1 млн токенов, контекстное окно, бенчмарки программирования и скорость.

Complete A–Z AI Model Comparison Index (489 Head-to-Head VS Links)

Aion-3.0 vs Aion-Mini Aion-3.0 vs Gemini 3.6 Flash Aion-Mini vs Laguna XS 2.1 Aya Expanse 32B vs Llama 3.2 90B Vision Aya Expanse 8B vs Command R+Aya Expanse 8B vs Qwen 2.5 7B Instruct Aya Vision 32B vs Aya Vision 8B Aya Vision 32B vs DeepSeek-V3-0324 Aya Vision 8B vs Command R7B Arabic Aya Vision 8B vs Mistral Small 3 Claude 3.5 Haiku vs Claude 3 Haiku Claude 3.5 Haiku vs Gemini 2.0 Flash Claude 3.5 Haiku vs GPT-4o mini Claude 3.5 Sonnet vs Claude 3 Opus Claude 3.5 Sonnet vs GPT-4o Claude 3.7 Sonnet vs DeepSeek R1 Claude 3.7 Sonnet vs GPT-4o Claude 3.7 Sonnet vs o3-mini Claude 3 Haiku vs Gemini 1.5 Flash Claude 3 Opus vs GPT-4 Claude Fable 5.1 vs Gemini 3 Pro Claude Fable 5.1 vs GPT-6 Astra Claude Fable 5 vs Claude Sonnet 5 Claude Fable 5 vs Nex-N2-Mini Claude Haiku 4.5 vs GPT-5 Chat Claude Mythos 5.1 vs Claude Opus 5.5 Claude Mythos 5.1 vs Gemini 4 Argon Claude Mythos 5.1 vs GPT-6 Astra Claude Opus 4.1 vs Claude Opus 4 Claude Opus 4.1 vs Gemini 2.5 Computer Use Claude Opus 4.6 vs Claude Sonnet 4.6 Claude Opus 4.6 vs Grok Build 0.1 Claude Opus 4.7 vs Claude Opus 4.6 Claude Opus 4.8 vs Claude Opus 4.7 Claude Opus 4.8 vs GPT-5.5 Instant Claude Opus 4 vs Claude Sonnet 4 Claude Opus 4 vs Gemini 2.5 Flash-Lite Claude Opus 5.5 vs Gemini 4 Argon Claude Opus 5 vs Claude Opus 5.5 Claude Sonnet 4.5 vs Claude Haiku 4.5 Claude Sonnet 4.6 vs Claude Opus 4.5 Claude Sonnet 4.6 vs Gemini 3.1 Flash-Lite Claude Sonnet 4 vs Claude 3.7 Sonnet Claude Sonnet 4 vs o1-pro Claude Sonnet 5.5 vs DeepSeek V4 Pro Claude Sonnet 5.5 vs Gemini 4 Argon Claude Sonnet 5 vs Claude Opus 4.8 Claude Sonnet 5 vs Claude Sonnet 5.5 Codestral vs DeepSeek-Coder-V2 236B Command A Plus vs Claude Opus 5.5 Command A Plus vs Command A Reasoning Command A Plus vs Command A Command A Plus vs Gemini 4 Argon Command A Plus vs GPT-6 Astra Command A Plus vs Nemotron 3 Ultra 550B A55B Command A Reasoning vs o3 Command A Translate vs Command A Vision Command A Translate vs Mistral Small 3.2 Command A Vision vs Command A Command A Vision vs Gemma 3n Command A vs Aya Vision 32B Command R+ vs Command R Command R+ vs Jamba 1.5 Large Command R vs Jamba 1.5 Mini Command R7B Arabic vs Command R7B Command R7B Arabic vs Mistral Small 3 Command R7B vs Aya Expanse 32B Command R7B vs Llama 3.3 70B DBRX Instruct vs ERNIE Lite DBRX Instruct vs ERNIE Speed DeepSeek Chat vs Qwen3.5 9B DeepSeek-R1 Distill Llama 70B vs DeepSeek-R1 Distill Qwen 32B DeepSeek-R1 Distill Llama 70B vs QwQ 32B Preview DeepSeek-R1 Distill Qwen 32B vs Llama 3.3 Nemotron Super 49B v1 DeepSeek R1 vs OpenAI o1 DeepSeek R1 vs o3-mini DeepSeek Reasoner vs DeepSeek-R1-0528 DeepSeek Reasoner vs Nemotron 3 Nano 30B A3B DeepSeek-V3-0324 vs DeepSeek V3 DeepSeek V3 vs GPT-4o DeepSeek V3 vs Llama 3.3 70B DeepSeek V4.1-Flash vs Gemini 4 Argon DeepSeek V4.1-Flash vs GLM-5.2 DeepSeek V4 Pro vs Claude Opus 5.5 DeepSeek V4 Pro vs GPT-6 Astra DeepSeek V4 vs DeepSeek Reasoner DeepSeek V4 vs Gemma 4 E2B Devstral 2 vs Claude Sonnet 5.5 Devstral 2 vs Qwen3-Coder 480B-A35B Instruct Devstral Medium vs GPT-5.1 Codex mini Devstral Small vs Codestral Devstral Small vs GPT-5.1 Codex mini Doubao 1.5 Pro vs Amazon Nova Pro Doubao Global vs Doubao 1.5 Pro Doubao Global vs Gemini Robotics-ER 1.6 Doubao Pro vs Doubao Global Doubao Pro vs Qwen3.6 Plus ERNIE 4.5 vs ERNIE X1 ERNIE 4.5 vs QwQ Plus ERNIE 5.0 vs ERNIE 4.5 ERNIE 5.0 vs Qwen3.6 Max Preview ERNIE Lite vs Gemma 2 ERNIE Speed vs ERNIE Lite ERNIE X1 vs Amazon Nova Premier Falcon 3 180B vs Command R7B Falcon 3 180B vs Phi-4 Multimodal Fugu Ultra vs Claude Fable 5 Fugu Ultra vs Qwen3.7 Plus Gemini 1.5 Flash-8B vs Ministral 8B Gemini 1.5 Pro vs Claude 3 Opus Gemini 2.0 Flash-Lite vs Gemini 1.5 Flash-8B Gemini 2.0 Flash-Lite vs Amazon Nova Lite Gemini 2.5 Computer Use vs Gemini 2.5 Flash Gemini 2.5 Flash-Lite vs Gemini 2.5 Pro Gemini 2.5 Flash TTS vs Gemini 3.1 Flash TTS Gemini 2.5 Flash vs Gemini 2.5 Flash-Lite Gemini 2.5 Flash vs GLM-4.5-Flash Gemini 2.5 Pro vs Gemini 2.0 Pro Gemini 2.5 Pro vs GPT-4.5 Gemini 2.0 Flash vs Gemini 1.5 Flash Gemini 2.0 Flash vs GPT-4o mini Gemini 2.0 Pro vs Claude 3.7 Sonnet Gemini 2.0 Pro vs Gemini 2.0 Flash Gemini 3.1 Pro vs Claude Sonnet 4.5 Gemini 3.5 Flash-Lite vs Grok 4.6 Gemini 3.5 Flash vs Gemini Deep Research Gemini 3.5 Live Translate vs GPT Realtime Whisper Gemini 3.6 Flash vs Gemini 3.5 Flash-Lite Gemini 3.7 Flash vs Gemini 3.6 Flash Gemini 3.7 Flash vs GPT-5.6 Terra Gemini 3.8 Flash vs Gemini 3.5 Flash Gemini 3.8 Flash vs GPT-4.1 mini Gemini 3.8 Flash vs Llama 5 Gemini 3 Flash vs Gemini 3 Pro Gemini 3 Flash vs MiniMax-M2.5-highspeed Gemini 3 Pro vs GPT-5.1 Gemini 3 Pro vs GPT-5 Pro Gemini 4 Argon vs Claude Fable 5.1 Gemini Embedding 001 vs Llama Nemotron Embed VL 1B v2 Gemini Embedding 2 vs Gemini Embedding 001 Gemini Embedding 2 vs Llama Nemotron Rerank VL 1B v2 Gemini Omni Flash vs Grok Imagine Video 1.5 Gemini Omni Flash vs Veo 3.1 Gemini Robotics-ER 1.6 vs Gemini 3.1 Flash-Lite Gemma 3 vs Gemma 2 Gemma 3 vs Llama 4 Scout Gemma 3n vs Gemma 3 Gemma 4 26B A4B vs Qwen3.6 27B Gemma 4 31B vs Gemma 4 26B A4B Gemma 4 31B vs Llama 3.3 70B Gemma 4 31B vs Mistral Small 4 Gemma 4 E2B vs Gemma 4 31B Gemma 4 E4B vs Gemma 4 E2B Gemma 4 E4B vs Hy3 preview GLM-4.5-Air vs Kimi K2 GLM-4.5 vs GLM-4.5-Air GLM-4.5 vs Qwen3-Next 80B-A3B (Thinking)GLM-4.5V vs GLM-4.5 GLM-4.5V vs Nemotron Research Reasoning GLM-4.6 vs Qwen3-Next 80B-A3B (Thinking)GLM-4.6V vs GLM-4.6 GLM-4.6V vs MiniMax-M2.1 GLM-4.7-Flash vs GLM-4.7 GLM-4.7-Flash vs MiniMax-M2.5 GLM-4.7-FlashX vs GLM-4.7-Flash GLM-4.7-FlashX vs Qwen3.5 122B-A10B GLM-4.7 vs GLM-4.6V GLM-4.7 vs Kimi K2 Thinking GLM-5.1 vs GLM-5.2 GLM-5.1 vs GLM-5 GLM-5-Turbo vs GLM-4.5-Flash GLM-5-Turbo vs MiniMax-M2.7-highspeed GLM-5 vs GLM-4.7-FlashX GLM-5V-Turbo vs GLM-5-Turbo GLM-5V-Turbo vs Hunyuan Large V2 GPT-1 vs GPT-2 GPT-1 vs LLaMA-1 (65B)GPT-2 vs LLaMA-1 (65B)GPT-3 vs GPT-3.5 Turbo GPT-4.1 nano vs GPT-4o mini GPT-4.1 nano vs Amazon Nova Micro GPT-4.1 vs GPT-4.1 mini GPT-4 vs GPT-3.5 Turbo GPT-4 vs GPT-3 GPT-4 vs GPT-4 Turbo GPT-4o vs Gemini 1.5 Pro GPT-4o vs GPT-4 Turbo GPT-5.1 Chat vs Gemini 3 Pro GPT-5.1 Chat vs GPT-5 Pro GPT-5.1 Codex Max vs Claude Opus 5.5 GPT-5.1 Codex Max vs Claude Sonnet 5.5 GPT-5.1 Codex Max vs Devstral 2 GPT-5.1 Codex mini vs GPT-5-Codex GPT-5.1 Codex vs Devstral 2 GPT-5.1 Codex vs GPT-5.1 Codex mini GPT-5.1 vs Claude Opus 4.5 GPT-5.2 Chat vs Claude Opus 4.5 GPT-5.2 Chat vs GPT-5.1 GPT-5.2 Codex vs Devstral 2 GPT-5.2 Codex vs GPT-5.1 Codex Max GPT-5.2 Pro vs Claude Opus 4.7 GPT-5.2 Pro vs GPT-5.2 GPT-5.2 vs GPT-5.1 GPT-5.2 vs GPT-5.2 Chat GPT-5.3 Chat vs GPT-5.2 Pro GPT-5.3 Chat vs Grok 4.3 GPT-5.3 Codex vs KAT-Coder-Air V2.5 GPT-5.4 mini vs Gemini 3.1 Flash-Lite GPT-5.4 mini vs GPT-5.4 nano GPT-5.4 nano vs Gemini 3.1 Flash-Lite GPT-5.4 nano vs GPT-5.3 Chat GPT-5.4 Pro vs Claude Opus 5 GPT-5.4 Pro vs GPT-5.4 GPT-5.4 vs GPT-5.4 mini GPT-5.4 vs GPT-5.5 GPT-5.5 Instant vs GPT-5.5 Pro GPT-5.5 Pro vs Claude Opus 5.5 GPT-5.5 Pro vs Gemini 4 Argon GPT-5.5 vs GPT-5.6 Sol GPT-5.6 Luna vs Gemini 3.5 Flash-Lite GPT-5.6 Luna vs GPT-5.5 Instant GPT-5.6 Sol vs Claude Opus 5.5 GPT-5.6 Sol vs Gemini 4 Argon GPT-5.6 Terra vs GPT-5.6 Luna GPT-5 Chat vs o3-pro GPT-5-Codex vs Qwen3-Coder 480B-A35B Instruct GPT-5 mini vs Claude Haiku 4.5 GPT-5 mini vs GPT-5 nano GPT-5 nano vs Claude Haiku 4.5 GPT-5 nano vs GPT-5 Chat GPT-5 Pro vs Claude Opus 5 GPT-5 vs GPT-5.1 GPT-5 vs GPT-5 mini GPT-6.1 Sol vs Claude Opus 5.5 GPT-6.1 Sol vs Gemini 4 Argon GPT-6.1 Sol vs GPT-6 Astra GPT-6 Astra vs Claude Opus 5.5 GPT-6 Astra vs Gemini 3 Pro GPT-6 Astra vs Gemini 4 Argon GPT-6 Astra vs Grok-4 GPT-6 Luna vs DeepSeek V4.1-Flash GPT-6 Luna vs GPT-5.6 Sol GPT-6 Sol vs Claude Opus 5.5 GPT-6 Sol vs Claude Sonnet 5.5 GPT-6 Sol vs Gemini 4 Argon GPT Image 1.5 vs Nano Banana Pro GPT Image 1 vs Imagen 4 GPT Image 2 vs GPT Image 1.5 GPT Image 2 vs Nano Banana 2 GPT-OSS 120B vs DeepSeek V4 Pro GPT-OSS 120B vs Llama 5 GPT-OSS 20B vs Llama 3.1 8B GPT OSS Safeguard 120B vs Llama 3.1 Nemotron Safety Guard 8B v3 GPT-Realtime-2.1 vs SeedRealtime GPT Realtime Whisper vs Whisper Large v3 Turbo Granite 3.3 8B vs Qwen3 32B Grok 2 vs GPT-4o Grok 3 Mini vs Claude 3.7 Sonnet Grok-3 vs Claude 3.7 Sonnet Grok-3 vs GPT-4o Grok-3 vs Grok 3 Mini Grok 4.1 vs GPT-5.1 Grok 4.1 vs Grok-3 Grok 4.20 (Non-Reasoning) vs GPT-4.1 Grok 4.20 (Non-Reasoning) vs Grok 2 Grok 4.20 (Reasoning) vs Claude Opus 5.5 Grok 4.20 (Reasoning) vs DeepSeek R1 Grok 4.20 (Reasoning) vs Gemini 4 Argon Grok 4.20 (Reasoning) vs o3 Grok 4.3 vs Grok Build 0.1 Grok 4.5 vs Grok 4.3 Grok 4.5 vs Grok 4.7 Grok 4.6 vs Grok-4 Grok 4.7 vs Claude Opus 5.5 Grok 4.7 vs DeepSeek V4.1-Flash Grok 4.7 vs GPT-6 Sol Grok-4 vs Claude Opus 5.5 Grok-4 vs Gemini 4 Argon Grok Build 0.1 vs Grok 4.20 (Reasoning)Hunyuan Large V2 vs Claude Opus 4.8 Hunyuan TurboS vs Qwen Turbo Hy3 vs Hy3 preview Hy3 vs Kimi K2.7 Code Imagen 3 vs GPT Image 1 Imagen 4 vs Imagen 3 Jamba 1.5 Large vs Jamba 1.5 Mini KAT-Coder-Pro V2.5 vs GPT-5.3 Codex KAT-Coder-Pro V2.5 vs KAT-Coder-Air V2.5 Kimi K2.5 vs Kimi K2 Thinking Kimi K2.5 vs MiniMax-M2.7 Kimi K2.6 vs Kimi K2.5 Kimi K2.6 vs Qwen3.6 35B-A3B Kimi K2 Thinking Turbo vs Claude Opus 4.5 Kimi K2 Thinking Turbo vs Qwen3-VL Plus Kimi K2 Thinking vs Kimi K2 Kimi K3 vs GLM-5.2 Kimi K3 vs GPT-6 Astra Laguna XS 2.1 vs Aion-3.0 LLaMA-1 (65B) vs Llama 2 (70B)Llama 3.1 405B vs GPT-4o Llama 3.1 70B vs Llama 3.1 405B Llama 3.1 70B vs OLMo 2 13B Llama 3.1 8B vs Llama 3.1 70B Llama 3.1 Nemotron 70B Instruct vs Mistral Medium 3 Llama 3.1 Nemotron 70B Instruct vs Nemotron Mini 4B Instruct Llama 3.1 Nemotron Ultra 253B vs DeepSeek-R1-0528 Llama 3.1 Nemotron Ultra 253B vs Llama 3.3 Nemotron Super 49B v1 Llama 3.2 11B Vision vs Llama 3.1 8B Llama 3.2 11B Vision vs OLMo 2 13B Llama 3.2 1B vs Llama 3.2 11B Vision Llama 3.2 1B vs Qwen 2.5 32B Instruct Llama 3.2 3B vs Llama 3.2 1B Llama 3.2 3B vs Qwen 2.5 72B Llama 3.2 90B Vision vs Llama 3.2 3B Llama 3.3 70B vs GPT-4o mini Llama 3.3 70B vs GPT-4o Llama 3.3 70B vs Llama 3.1 405B Llama 3 (8B) vs Llama 3 (70B)Llama 4 Behemoth vs Llama 5 Llama 4 Behemoth vs Nemotron 3 Ultra 550B A55B Llama 4 Maverick vs Llama 3.3 70B Llama 4 Scout vs Llama 4 Maverick Llama 5 vs DeepSeek V4 Pro Llama 5 vs GPT-6 Astra Llama 5 vs Kimi K3 Llama 5 vs Muse Spark 1.1 Llama 5 vs Qwen3.8 Max Preview Llama Nemotron Rerank VL 1B v2 vs Llama Nemotron Embed VL 1B v2 Lyria 3 Pro vs Gemini 2.5 Flash TTS Lyria 3 Pro vs Gemini 3.1 Flash TTS Magistral Medium vs ERNIE 4.5 MiniMax-M2.1 vs MiniMax-M2 MiniMax-M2.5 vs MiniMax-M2.1 MiniMax-M2.7-highspeed vs MiniMax-M2.5-highspeed MiniMax-M2.7 vs MiniMax-M2.5 MiniMax-M2 vs GLM-4.6 MiniMax-M3 vs Kimi K2.7 Code MiniMax-M3 vs MiniMax-M2.7 Ministral 3B vs Gemini 1.5 Flash-8B Ministral 8B vs Ministral 3B Mistral 7B vs Llama 2 (70B)Mistral Large 2 vs GPT-4o Mistral Large 2 vs Llama 3.3 70B Mistral Large 2 vs Mistral Medium 3.5 Mistral Medium 3.5 vs Claude Sonnet 5.5 Mistral Medium 3.5 vs DeepSeek V4.1-Flash Mistral Medium 3.5 vs GPT-5.5 Mistral Medium 3 vs Mistral Small 3 Mistral NeMo vs Mixtral 8x22B Mistral NeMo vs Nemotron Mini 4B Instruct Mistral Saba vs GPT-4.1 Mistral Saba vs GPT-4.5 Mistral Small 3.2 vs Mistral Medium 3 Mistral Small 4 vs Claude Haiku 5.5 Mistral Small 4 vs GPT-4.1 mini Mixtral 8x22B vs Llama 3 (70B)Mixtral 8x22B vs Mixtral 8x7B Mixtral 8x7B vs Llama 3 (8B)Mixtral 8x7B vs Mistral 7B Muse Spark 1.1 vs Claude Opus 4.7 Nano Banana 2 vs Nano Banana Pro Nano Banana Pro vs Nano Banana Nano Banana vs GPT Image 1.5 Nano Banana vs Imagen 4 Nemotron 3.5 Content Safety vs GPT OSS Safeguard 120B Nemotron 3.5 Content Safety vs Nemotron 3 Content Safety Nemotron 3 Content Safety vs GPT OSS Safeguard 120B Nemotron 3 Content Safety vs Nemotron Content Safety Reasoning 4B Nemotron 3 Nano 30B A3B vs Nemotron Nano 12B v2 VL Nemotron 3 Nano Omni 30B A3B Reasoning vs Mistral Small 4 Nemotron 3 Nano Omni 30B A3B Reasoning vs Nemotron 3 Super 120B A12B Nemotron 3 Super 120B A12B vs GPT-OSS 120B Nemotron 3 Super 120B A12B vs Llama 3.1 405B Nemotron 3 Ultra 550B A55B vs Gemini 4 Argon Nemotron 3 Ultra 550B A55B vs GPT-OSS 120B Nemotron 3 Ultra 550B A55B vs Llama 5 Nemotron 3 Ultra 550B A55B vs Qwen3.8 Max Preview Nemotron Cascade 2 30B A3B vs Mistral Small 4 Nemotron Cascade 2 30B A3B vs Nemotron 3 Nano 30B A3B Nemotron Content Safety Reasoning 4B vs GPT OSS Safeguard 120B Nemotron Content Safety Reasoning 4B vs Llama 3.1 Nemotron Safety Guard 8B v3 Nemotron Nano 12B v2 VL vs GPT-OSS 20B Nemotron Nano 12B v2 VL vs Nemotron Nano 9B v2 Nemotron Nano 9B v2 vs GPT-OSS 20B Nemotron Nano 9B v2 vs Nemotron Research Reasoning Nemotron Research Reasoning vs Llama 3.1 Nemotron Ultra 253B Nemotron VoiceChat vs GPT-Realtime-2.1 Nemotron VoiceChat vs SeedRealtime Nex-N2-Pro vs Nex-N2-Mini Nex-N2-Pro vs Qwen3.6 Flash North Mini Code vs GPT-5.1 Codex mini North Mini Code vs KAT-Coder-Air V2.5 Amazon Nova Lite vs Amazon Nova Micro Amazon Nova Premier vs Amazon Nova Pro o1-pro vs o3-mini OpenAI o1 vs Claude 3.7 Sonnet OpenAI o1 vs o1-mini OpenAI o1 vs o3 o3-deep-research vs Gemini Deep Research o3-pro vs Claude Opus 5.5 o3-pro vs DeepSeek R1 o3-pro vs Gemini 4 Argon o3-pro vs GPT-6 Astra o3-pro vs Grok 4.20 (Reasoning)o3 vs Claude Opus 4.5 o3 vs DeepSeek-R1-0528 o3 vs Magistral Medium o3 vs o3-pro o4-mini-deep-research vs Gemini Deep Research o4-mini-deep-research vs o3-deep-research o4-mini vs Claude Haiku 5.5 o4-mini vs DeepSeek V4.1-Flash o4-mini vs Gemini 3.8 Flash o4-mini vs o1-mini o4-mini vs o3-mini Phi-4 Multimodal vs Command R7B Arabic Phi-4 vs DeepSeek-R1 Distill Llama 70B Phi-4 vs Qwen2.5-VL 72B Pixtral 12B vs Mistral Large 2 Pixtral 12B vs Qwen 2.5 32B Instruct Pixtral Large vs Aya Expanse 32B Pixtral Large vs Pixtral 12B Qwen 2.5 32B Instruct vs Qwen 2.5 7B Instruct Qwen 2.5 72B vs Qwen 2.5 32B Instruct Qwen 2.5 Coder 32B vs DeepSeek-Coder-V2 236B Qwen Flash vs Hunyuan TurboS Qwen Flash vs Qwen Turbo Qwen Max vs Qwen-VL Max Qwen Max vs Reka Core Qwen-Omni Turbo vs GPT-Realtime-2.1 Qwen-Omni Turbo vs Nemotron VoiceChat Qwen Plus vs Sonar Pro Qwen-VL Max vs Qwen Plus Qwen-VL Max vs Reka Core Qwen-VL Plus vs Claude 3 Opus Qwen-VL Plus vs Yi-Large Qwen3 235B-A22B vs Granite 3.3 8B Qwen3 235B-A22B vs QwQ 32B Preview Qwen3 32B vs Qwen3 235B-A22B Qwen3.5 122B-A10B vs Qwen3-Next 80B-A3B (Thinking)Qwen3.5 27B vs DeepSeek Chat Qwen3.5 27B vs Qwen3-Next 80B-A3B Instruct Qwen3.5 35B-A3B vs DeepSeek Chat Qwen3.5 35B-A3B vs Qwen3.5 27B Qwen3.5 397B-A17B vs Llama 5 Qwen3.5 397B-A17B vs Qwen3.5 122B-A10B Qwen3.5 9B vs Qwen3.5 35B-A3B Qwen3.5 Plus vs Gemini 3.1 Pro Qwen3.5 Plus vs Qwen3 Max Qwen3.6 35B-A3B vs Qwen3.6 27B Qwen3.6 Flash vs Qwen3.5 Plus Qwen3.6 Max Preview vs Qwen3.6 Plus Qwen3.6 Plus vs Qwen3.6 Flash Qwen3.7 Max vs Qwen3.6 Max Preview Qwen3.7 Max vs Qwen3.8 Max Preview Qwen3.7 Plus vs Qwen3.7 Max Qwen3.8 Max Preview vs DeepSeek V4.1-Flash Qwen3.8 Max Preview vs GPT-6 Astra Qwen3-Coder 30B-A3B Instruct vs Devstral Medium Qwen3-Coder 30B-A3B Instruct vs Qwen 2.5 Coder 32B Qwen3-Coder 480B-A35B Instruct vs Claude 3.7 Sonnet Qwen3 Coder Flash vs Devstral Medium Qwen3 Coder Flash vs Qwen3-Coder 480B-A35B Instruct Qwen3 Coder Plus vs Devstral Medium Qwen3 Coder Plus vs Qwen3 Coder Flash Qwen3 Max vs GLM-5 Qwen3 Max vs Qwen3-VL Plus Qwen3-Next 80B-A3B Instruct vs Llama 4 Scout Qwen3-Next 80B-A3B Instruct vs Qwen 2.5 72B Qwen3-VL Plus vs QwQ Plus QwQ 32B Preview vs Qwen2.5-VL 72B QwQ Plus vs Qwen Max Solar Pro vs Grok 2 Solar Pro vs Yi-Large Sonar Pro vs GPT-4o Sonar Pro vs Sonar Reasoning Pro Sonar Reasoning Pro vs DeepSeek R1 Sonar vs Claude 3 Haiku Sonar vs Gemini 1.5 Pro Step 3.7 Flash vs Command A Plus Step 3.7 Flash vs Qwen3.6 27B Veo 2 vs Grok Imagine Video 1.5 Veo 3.1 vs Grok Imagine Video 1.5 Veo 3.1 vs Veo 3 Veo 3 vs Grok Imagine Video 1.5 Veo 3 vs Veo 2 Whisper Large v3 Turbo vs Gemini 3.5 Live Translate Whisper Large v3 Turbo vs Whisper Large v3 Whisper Large v3 vs Gemini 3.5 Live Translate

AI Model Comparison & Benchmark FAQ

Часто задаваемые вопросы (FAQ)

How to use Claude 3.7 Sonnet for full-stack web development?+

Claude 3.7 Sonnet excels at full-stack development by combining architectural refactoring with extended thinking mode, achieving a 70.3% verified score on SWE-bench for autonomous multi-file bug fixing.

Is Claude 3.7 Sonnet better than GPT-4o for complex Python refactoring?+

Yes, Claude 3.7 Sonnet holds a decisive lead on multi-module Python refactoring due to its configurable extended thinking budget and state-of-the-art SWE-bench scores compared to GPT-4o standard generation.

Can DeepSeek R1 replace Claude 3.7 Sonnet for software engineering?+

DeepSeek R1 matches frontier models on algorithmic and mathematical logic at 10x lower API costs, but Claude 3.7 Sonnet retains the overall lead in end-to-end repository navigation and agentic tool use.

What is the best AI model for automated unit test generation in 2026?+

Claude 3.7 Sonnet and OpenAI o3-mini lead in automated unit test generation, delivering high branch coverage and minimizing edge-case regressions through rigorous chain-of-thought verification.

What is the SWE-bench verified score difference between Claude 3.7 Sonnet and o3-mini?+

Claude 3.7 Sonnet scores 70.3% on SWE-bench Verified in extended thinking mode, whereas OpenAI o3-mini scores approximately 49%, reflecting Claude specialized architecture for production software maintenance.

How does prompt caching in Anthropic API save up to 90% on token costs?+

By configuring cache_control breakpoints with ephemeral type on static system instructions and codebase prefixes, Claude API reduces input pricing from $3.00/1M to $0.30/1M, cutting recurring inference bills by up to 90%.

Which is the cheapest LLM API with function calling and structured JSON output?+

DeepSeek V3 ($0.14/1M input) and Gemini 2.0 Flash ($0.10/1M input) are the most cost-efficient frontier models supporting native function calling and strict JSON schema generation for high-volume pipelines.

How does a tiered LLM routing architecture reduce AI API costs by 70%?+

A tiered architecture routes routine classification and summarization to budget models like Gemini 2.0 Flash or GPT-4o-mini, dynamically escalating complex reasoning tasks to Claude 3.7 Sonnet or o3-mini.