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Compare models

Put up to 4 models beside each other — token prices, context windows, capabilities and provider, from the same catalogue the model pages read.

  1. DeepSeek V4.1 FlashDeepSeekRemove
  2. GPT-6 Astra ProOpenAIRemove
  3. Qwen3.8 MaxAlibabaRemove
  4. GLM 5.3Z.AIRemove

4 is the maximum. Remove one to add another.

deepseek-v4.1-flash vs gpt-6-astra-pro vs qwen3.8-max vs glm-5.3
AttributeDeepSeek V4.1 Flashdeepseek-v4.1-flashGPT-6 Astra Progpt-6-astra-proQwen3.8 Maxqwen3.8-maxGLM 5.3glm-5.3
Pricing
Input$0.30 / 1M$10.00 / 1M$2.00 / 1M$1.40 / 1M
Output$1.20 / 1M$50.00 / 1M$6.00 / 1M$4.40 / 1M
Cache Write (5m)$0.30 / 1M$10.00 / 1M$2.00 / 1M$1.40 / 1M
Cache Write (1h)$0.30 / 1M$10.00 / 1M$2.00 / 1M$1.40 / 1M
Cache Read$0.30 / 1M$10.00 / 1M$2.00 / 1M$1.40 / 1M
Web Search$0 / 1M$0 / 1M$0 / 1M$0 / 1M
Context
Max context1M1M1M1M
Max outputN/AN/AN/AN/A
Capabilities
VisionYesYesYesNo
Function CallingYesYesYesYes
JSON ModeYesYesYesYes
StreamingYesYesYesYes
Catalogue
ProviderDeepSeekOpenAIAlibabaZ.AI
Categorychatchatchatchat
Charge typePay As You GoPay As You GoPay As You GoPay As You Go
Released
Description
SummaryDeepSeek V4.1 Flash is a cost-efficient sparse Mixture-of-Experts (MoE) model in DeepSeek's V4.1 family, optimized for coding, reasoning, and agentic workflows. Despite its efficiency-focused positioning, DeepSeek reports that it surpasses the previous V4 Pro in performance, inference speed, and overall task completion time. The model is particularly strong at long-horizon, multi-step execution, making it well suited for coding agents, complex problem solving, and autonomous workflows that must reliably carry tasks through to completion.GPT-6 Astra Pro uses the same underlying model as GPT-6 Astra, but runs with reasoning.mode set to pro for higher-quality responses on complex tasks. Optimized for deeper reasoning, greater accuracy, and more reliable multi-step execution, it is well suited for demanding coding, analysis, and agentic workflows where solution quality takes priority over speed and cost.Qwen3.8 Max is the flagship model in Alibaba's Qwen3.8 series and the general-availability successor to Qwen3.8 Max Preview. It is a multimodal reasoning model designed for complex tasks across reasoning, visual understanding, coding, and agentic workflows. As the production-ready top tier of the Qwen3.8 family, it is well suited for advanced problem solving, multimodal analysis, software engineering, and long-running tool-driven applications.GLM-5.3 is Z.ai's large-scale reasoning model designed for complex software engineering and long-horizon agentic workflows. It supports text input and output with a 1M-token context window, enabling sustained reasoning across large codebases and extended multi-step tasks. Building on GLM-5.2, it delivers stronger coding performance while improving the balance between capability and token efficiency, making it well suited for autonomous coding agents, large-scale engineering workflows, and complex task execution.