KAT-Coder-Pro V1 vs Qwen3 Embedding 8B: side-by-side summary

KAT-Coder-Pro V1 and Qwen3 Embedding 8B are available through the OpenRouter API, so switching between them takes a model slug change rather than a new integration.

KAT-Coder-Pro V1, from kwaipilot, has a 262,144-token context window and is priced by the provider serving it on OpenRouter.

Qwen3 Embedding 8B, from Qwen, has a 32,768-token context window and is priced at $0.01/M tokens on OpenRouter.

Context window

• KAT-Coder-Pro V1: 262,144 tokens
• Qwen3 Embedding 8B: 32,768 tokens

Price

• KAT-Coder-Pro V1: Pricing varies by provider
• Qwen3 Embedding 8B: $0.01/M tokens

Provided by

• KAT-Coder-Pro V1: kwaipilot
• Qwen3 Embedding 8B: Qwen

• KAT-Coder-Pro V1 model details, providers and pricing
• Qwen3 Embedding 8B model details, providers and pricing