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Compare two AI models on the same task

109 pairs of AI models, each priced on the same L1, L2 and L3 tasks at the prices listed in the United States on . Numbers side by side, with no ranking.

L1, L2 and L3 are three standard tasks. Each figure is the cost of one whole task at the model’s listed price, not a price per million tokens. L1: micro-task (classification or strict JSON extraction). L2: deep analysis over a 50,000-token document, 3 steps. L3: agentic coding loop, 15 steps.

How these pairs are chosen

We start from the models we follow most closely and add the other models of the same generation from the same provider; the pairs below come from OpenAI, Anthropic, Google, DeepSeek, Qwen, xAI, Mistral, MoonshotAI and Z.ai. Batch variants, free listings, models no longer listed, models with too few checks so far and models whose name marks image, audio or music output are left out; dated snapshots of one model and variants at exactly the same price count once. Within one provider, each model is paired with the next tier of its generation by the cost of the L2 task, and the models we follow closely are paired with the next one from the same provider by that cost. Across providers, each of these models is paired with the model closest to it in L2 task cost from every other provider, when the higher of the two is at most twice the lower. For the providers most often searched for side by side (Anthropic and OpenAI, Google and OpenAI, OpenAI and xAI, DeepSeek and OpenAI, Google and xAI, Anthropic and DeepSeek and Anthropic and Google), each model we follow closely is also paired with the other provider’s closest model we follow closely, when the higher cost is at most three times the lower; for Anthropic, every pair of the Haiku, Opus and Sonnet tiers of one generation is included. The two names of a pair stand in alphabetical order; the order is not a ranking.

Same provider Calculated L2 task cost, 20 pairs

PairFirst, cost of one L2 taskSecond, cost of one L2 taskFirst vs second
Claude Haiku 5.5 vs Claude Opus 5.5$0.017$0.696−97.5 %
Claude Opus 5.5 vs Claude Sonnet 5.5$0.696$0.348+100.0 %
Claude Haiku 5.5 vs Claude Sonnet 5.5$0.017$0.348−95.0 %
DeepSeek V4 Flash Vision Exp vs DeepSeek V4 Pro 0813$0.074$0.222−66.7 %
DeepSeek V4 Pro 0813 vs DeepSeek V4.1 Flash 1017$0.222$0.051+332.3 %
DeepSeek V4 Flash 0731 vs DeepSeek V4 Flash Vision Exp$0.0078$0.074−89.4 %
Gemini 3.8 Flash vs Gemini 4 Argon$0.131$0.348−62.5 %
Mistral Large 4 vs Mistral Small 4$0.118$0.026+358.5 %
GPT-5.4 vs GPT-5.4 Pro$0.443$5.31−91.7 %
GPT-6 Astra vs GPT-6 Sol$1.74$0.348+400.0 %
GPT-5.4 vs GPT-5.4 Mini$0.443$0.133+233.3 %
GPT-5.4 Mini vs GPT-6 Sol$0.133$0.348−61.9 %
GPT-6 Luna vs GPT-6 Sol$0.017$0.348−95.0 %
GPT-5.4 Mini vs GPT-5.4 Nano$0.133$0.036+273.4 %
Qwen3.8 Max (0902) vs Qwen3.8 Max Prime$0.336$0.672−50.0 %
Qwen3.8 27B vs Qwen3.8 Max (0902)$0.139$0.336−58.6 %
Qwen3.8 27B vs Qwen3.8 Flash$0.139$0.025+451.1 %
GLM 5.3 vs GLM 5.3 Prime$0.236$0.472−50.0 %
GLM 5.3 vs GLM 5.3 FlashX$0.236$0.063+276.8 %
GLM 5.3 Flash vs GLM 5.3 FlashX$0.0056$0.063−91.1 %

Across providers Calculated L2 task cost, 89 pairs

PairFirst, cost of one L2 taskSecond, cost of one L2 taskFirst vs second
Claude Opus 5.5 vs GPT-6 Astra$0.696$1.74−60.0 %
Claude Opus 5.5 vs Gemini 4 Argon$0.696$0.348+100.0 %
Claude Opus 5.5 vs Kimi K3$0.696$0.522+33.3 %
Claude Opus 5.5 vs GPT-5.4$0.696$0.443+57.3 %
Claude Opus 5.5 vs GPT-6 Sol$0.696$0.348+100.0 %
Claude Opus 5.5 vs Qwen3.8 Max Prime$0.696$0.672+3.6 %
Claude Opus 5.5 vs GLM 5.3 Prime$0.696$0.472+47.6 %
Gemini 4 Argon vs Qwen3.8 Max Prime$0.348$0.672−48.2 %
Kimi K3 vs Qwen3.8 Max Prime$0.522$0.672−22.3 %
GPT-5.4 vs Qwen3.8 Max Prime$0.443$0.672−34.2 %
Qwen3.8 Max Prime vs Grok 4.5$0.672$0.336+100.0 %
Qwen3.8 Max Prime vs GLM 5.3 Prime$0.672$0.472+42.5 %
Claude Sonnet 5.5 vs Kimi K3$0.348$0.522−33.3 %
Gemini 4 Argon vs Kimi K3$0.348$0.522−33.3 %
Kimi K3 vs GPT-5.4$0.522$0.443+18.0 %
Kimi K3 vs GPT-6 Sol$0.522$0.348+50.0 %
Kimi K3 vs Qwen3.8 Max (0902)$0.522$0.336+55.4 %
Kimi K3 vs Grok 4.5$0.522$0.336+55.4 %
Kimi K3 vs GLM 5.3 Prime$0.522$0.472+10.7 %
Claude Sonnet 5.5 vs GLM 5.3 Prime$0.348$0.472−26.2 %
Gemini 4 Argon vs GLM 5.3 Prime$0.348$0.472−26.2 %
GPT-5.4 vs GLM 5.3 Prime$0.443$0.472−6.2 %
GPT-6 Sol vs GLM 5.3 Prime$0.348$0.472−26.2 %
Qwen3.8 Max (0902) vs GLM 5.3 Prime$0.336$0.472−28.8 %
Grok 4.5 vs GLM 5.3 Prime$0.336$0.472−28.8 %
Claude Sonnet 5.5 vs GPT-5.4$0.348$0.443−21.4 %
DeepSeek V4 Pro 0813 vs GPT-5.4$0.222$0.443−49.9 %
Gemini 4 Argon vs GPT-5.4$0.348$0.443−21.4 %
GPT-5.4 vs Qwen3.8 Max (0902)$0.443$0.336+31.7 %
GPT-5.4 vs Grok 4.5$0.443$0.336+31.7 %
Claude Sonnet 5.5 vs DeepSeek V4 Pro 0813$0.348$0.222+56.9 %
Claude Sonnet 5.5 vs Gemini 3.8 Flash$0.348$0.131+166.7 %
Claude Sonnet 5.5 vs Gemini 4 Argon$0.348$0.348same
Claude Sonnet 5.5 vs GPT-5.4 Mini$0.348$0.133+162.1 %
Claude Sonnet 5.5 vs GPT-6 Sol$0.348$0.348same
Claude Sonnet 5.5 vs Qwen3.8 Max (0902)$0.348$0.336+3.6 %
Claude Sonnet 5.5 vs Grok 4.5$0.348$0.336+3.6 %
Claude Sonnet 5.5 vs GLM 5.3$0.348$0.236+47.6 %
DeepSeek V4 Pro 0813 vs Gemini 4 Argon$0.222$0.348−36.3 %
DeepSeek V4 Pro 0813 vs GPT-6 Sol$0.222$0.348−36.3 %
Gemini 4 Argon vs GPT-6 Sol$0.348$0.348same
Gemini 4 Argon vs Qwen3.8 Max (0902)$0.348$0.336+3.6 %
Gemini 4 Argon vs Grok 4.5$0.348$0.336+3.6 %
Gemini 4 Argon vs GLM 5.3$0.348$0.236+47.6 %
GPT-6 Sol vs Qwen3.8 Max (0902)$0.348$0.336+3.6 %
GPT-6 Sol vs Grok 4.5$0.348$0.336+3.6 %
GPT-6 Sol vs GLM 5.3$0.348$0.236+47.6 %
DeepSeek V4 Pro 0813 vs Qwen3.8 Max (0902)$0.222$0.336−34.0 %
DeepSeek V4 Pro 0813 vs Grok 4.5$0.222$0.336−34.0 %
Gemini 3.8 Flash vs Grok 4.5$0.131$0.336−61.2 %
GPT-5.4 Mini vs Grok 4.5$0.133$0.336−60.5 %
Qwen3.8 Max (0902) vs Grok 4.5$0.336$0.336same
Qwen3.8 Max (0902) vs GLM 5.3$0.336$0.236+42.5 %
Grok 4.5 vs GLM 5.3$0.336$0.236+42.5 %
DeepSeek V4 Pro 0813 vs GLM 5.3$0.222$0.236−6.0 %
Gemini 3.8 Flash vs GLM 5.3$0.131$0.236−44.7 %
GPT-5.4 Mini vs GLM 5.3$0.133$0.236−43.7 %
Qwen3.8 27B vs GLM 5.3$0.139$0.236−41.0 %
DeepSeek V4 Pro 0813 vs Gemini 3.8 Flash$0.222$0.131+69.9 %
DeepSeek V4 Pro 0813 vs Mistral Large 4$0.222$0.118+88.6 %
DeepSeek V4 Pro 0813 vs GPT-5.4 Mini$0.222$0.133+67.1 %
DeepSeek V4 Pro 0813 vs Qwen3.8 27B$0.222$0.139+59.3 %
DeepSeek V4 Flash Vision Exp vs Qwen3.8 27B$0.074$0.139−46.9 %
Gemini 3.8 Flash vs Qwen3.8 27B$0.131$0.139−6.2 %
Mistral Large 4 vs Qwen3.8 27B$0.118$0.139−15.5 %
GPT-5.4 Mini vs Qwen3.8 27B$0.133$0.139−4.6 %
DeepSeek V4 Flash Vision Exp vs GPT-5.4 Mini$0.074$0.133−44.3 %
DeepSeek V4.1 Flash 1017 vs GPT-5.4 Mini$0.051$0.133−61.4 %
Gemini 3.8 Flash vs GPT-5.4 Mini$0.131$0.133−1.7 %
Mistral Large 4 vs GPT-5.4 Mini$0.118$0.133−11.4 %
DeepSeek V4 Flash Vision Exp vs Gemini 3.8 Flash$0.074$0.131−43.4 %
Gemini 3.8 Flash vs Mistral Large 4$0.131$0.118+11.0 %
DeepSeek V4 Flash Vision Exp vs Mistral Large 4$0.074$0.118−37.1 %
Mistral Large 4 vs GLM 5.3 FlashX$0.118$0.063+87.9 %
DeepSeek V4 Flash Vision Exp vs GLM 5.3 FlashX$0.074$0.063+18.1 %
DeepSeek V4.1 Flash 1017 vs GLM 5.3 FlashX$0.051$0.063−18.0 %
GPT-5.4 Nano vs GLM 5.3 FlashX$0.036$0.063−43.2 %
Claude Haiku 5.5 vs DeepSeek V4.1 Flash 1017$0.017$0.051−66.1 %
DeepSeek V4.1 Flash 1017 vs Mistral Small 4$0.051$0.026+100.0 %
DeepSeek V4.1 Flash 1017 vs GPT-5.4 Nano$0.051$0.036+44.3 %
Mistral Small 4 vs GPT-5.4 Nano$0.026$0.036−27.8 %
GPT-5.4 Nano vs Qwen3.8 Flash$0.036$0.025+40.7 %
Claude Haiku 5.5 vs Mistral Small 4$0.017$0.026−32.2 %
Mistral Small 4 vs GPT-6 Luna$0.026$0.017+47.4 %
Mistral Small 4 vs Qwen3.8 Flash$0.026$0.025+1.5 %
Claude Haiku 5.5 vs Qwen3.8 Flash$0.017$0.025−31.1 %
GPT-6 Luna vs Qwen3.8 Flash$0.017$0.025−31.1 %
Claude Haiku 5.5 vs GPT-6 Luna$0.017$0.017same
DeepSeek V4 Flash 0731 vs GLM 5.3 Flash$0.0078$0.0056+39.9 %

Every model in these pairs Calculated L2 task cost

ModelProviderL2, per taskL2, per monthPrice fromCommon tasks it fits on price and context (quality not tested)
Claude Haiku 5.5Anthropic$0.017$254.04Provider's price list6 of 6
Claude Opus 5.5Anthropic$0.696$10,161.60Provider's price list6 of 6
Claude Sonnet 5.5Anthropic$0.348$5,080.80Provider's price list6 of 6
DeepSeek V4 Flash 0731DeepSeek$0.0078$113.89OpenRouter—
DeepSeek V4 Flash Vision ExpDeepSeek$0.074$1,079.23OpenRouter—
DeepSeek V4 Pro 0813DeepSeek$0.222$3,237.70Provider's price list5 of 6
DeepSeek V4.1 Flash 1017DeepSeek$0.051$748.98Provider's price list5 of 6
Gemini 3.8 FlashGoogle$0.131$1,905.30Provider's price list6 of 6
Gemini 4 ArgonGoogle$0.348$5,080.80Provider's price list6 of 6
Mistral Large 4Mistral$0.118$1,716.96Provider's price list6 of 6
Mistral Small 4Mistral$0.026$374.49OpenRouter6 of 6
Kimi K3MoonshotAI$0.522$7,621.20Provider's price list4 of 6
GPT-5.4OpenAI$0.443$6,460.50OpenRouter—
GPT-5.4 MiniOpenAI$0.133$1,938.15Provider's price list6 of 6
GPT-5.4 NanoOpenAI$0.036$519.03OpenRouter—
GPT-5.4 ProOpenAI$5.31$77,526.00OpenRouter—
GPT-6 AstraOpenAI$1.74$25,404.00Provider's price list6 of 6
GPT-6 LunaOpenAI$0.017$254.04Provider's price list6 of 6
GPT-6 SolOpenAI$0.348$5,080.80Provider's price list6 of 6
Qwen3.8 27BQwen$0.139$2,032.32Provider's price list—
Qwen3.8 FlashQwen$0.025$368.80Provider's price list5 of 6
Qwen3.8 Max (0902)Qwen$0.336$4,905.60Provider's price list6 of 6
Qwen3.8 Max PrimeQwen$0.672$9,811.20OpenRouter—
Grok 4.5xAI$0.336$4,905.60OpenRouter—
GLM 5.3Z.ai$0.236$3,442.68Provider's price list5 of 6
GLM 5.3 FlashZ.ai$0.0056$81.40OpenRouter—
GLM 5.3 FlashXZ.ai$0.063$913.67OpenRouter—
GLM 5.3 PrimeZ.ai$0.472$6,885.36OpenRouter—

Models by provider and name. L2: deep analysis over a 50,000-token document in 3 steps; per month: 20 tasks an hour around the clock, 730 hours; visible output only, no cache discount, no hidden reasoning. Price your own task in the calculator. Common tasks: how many of the six tasks of the model picker fit on our data (published price, context window and the task’s rules); quality on your task is not measured by Measured Lab yet; — means the model is not in the picker.

How we check prices