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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. Nova Pro 1.0AmazonRemove
  2. GLM 5.3Z.AIRemove
  3. DeepSeek V4.1 FlashDeepSeekRemove
  4. Gemini 3.8 FlashGoogleRemove

4 is the maximum. Remove one to add another.

nova-pro-v1 vs glm-5.3 vs deepseek-v4.1-flash vs gemini-3.8-flash
AttributeNova Pro 1.0nova-pro-v1GLM 5.3glm-5.3DeepSeek V4.1 Flashdeepseek-v4.1-flashGemini 3.8 Flashgemini-3.8-flash
Pricing
Input$2.40 / 1M$1.40 / 1M$0.30 / 1M$0.75 / 1M
Output$9.60 / 1M$4.40 / 1M$1.20 / 1M$3.75 / 1M
Cache Write (5m)$2.40 / 1M$1.40 / 1M$0.30 / 1M$0.75 / 1M
Cache Write (1h)$2.40 / 1M$1.40 / 1M$0.30 / 1M$0.75 / 1M
Cache Read$2.40 / 1M$1.40 / 1M$0.30 / 1M$0.75 / 1M
Web Search$0 / 1M$0 / 1M$0 / 1M$0 / 1M
Context
Max context300K1M1M1M
Max outputN/AN/AN/AN/A
Capabilities
VisionNoNoYesYes
Function CallingNoYesYesYes
JSON ModeNoYesYesYes
StreamingNoYesYesYes
Catalogue
ProviderAmazonZ.AIDeepSeekGoogle
Categorychatchatchatchat
Charge typePay As You GoPay As You GoPay As You GoPay As You Go
Released
Description
SummaryGLM-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.DeepSeek 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.Gemini 3.8 Flash is Google's most intelligent Flash-class model, delivering significant improvements over Gemini 3.7 Flash across software engineering, agentic workflows, and complex multi-step reasoning. Designed to combine strong capability with Flash-tier efficiency, it is well suited for coding assistants, autonomous agents, and high-throughput production workflows that require responsive performance without sacrificing reasoning quality.