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LLM Model Comparison
Compare LLM model specifications and capabilities side by side
kat-coder-pro
kwaipilot
deepseek-chat-v3.1
Modalities
Modalities
Specifications
Specifications
Context Length
256,000
Context Length
32,768
Max Output Tokens
128,000
Max Output Tokens
7,168
Release Date
11/10/2025
Release Date
8/21/2025
Pricing
Pricing
Input Price ($/M tokens)
$0.21
Input Price ($/M tokens)
27.5% cheaper
$0.15
Output Price ($/M tokens)
$0.83
Output Price ($/M tokens)
9.4% cheaper
$0.75
Capabilities
Capabilities
Reasoning
Reasoning
Tool Calling
Tool Calling
Structured Outputs
Structured Outputs
Web Search
Web Search
Benchmarks
Benchmarks
swe-bench (Lite)
-
swe-bench (Lite)
30.7%