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

  1. Qwen3.8 27BAlibabaRemove
  2. Kimi K3.1 ProMoonShot AIRemove
  3. DeepSeek V4.1 FlashDeepSeekRemove
  4. Perceptron Mk1.5PerceptronRemove

4 is the maximum. Remove one to add another.

qwen3.8-27b vs kimi-k3.1-pro vs deepseek-v4.1-flash vs perceptron-mk1.5
AttributeQwen3.8 27Bqwen3.8-27bKimi K3.1 Prokimi-k3.1-proDeepSeek V4.1 Flashdeepseek-v4.1-flashPerceptron Mk1.5perceptron-mk1.5
Pricing
Input$0.45 / 1M$2.00 / 1M$0.30 / 1M$0.15 / 1M
Output$3.20 / 1M$10.00 / 1M$1.20 / 1M$1.50 / 1M
Cache Write (5m)$0.45 / 1M$2.00 / 1M$0.30 / 1M$0.15 / 1M
Cache Write (1h)$0.45 / 1M$2.00 / 1M$0.30 / 1M$0.15 / 1M
Cache Read$0.45 / 1M$2.00 / 1M$0.30 / 1M$0.15 / 1M
Web Search$0 / 1M$0 / 1M$0 / 1M$0 / 1M
Context
Max context262K1M1M36.9K
Max outputN/AN/AN/AN/A
Capabilities
VisionYesYesYesNo
Function CallingYesYesYesNo
JSON ModeYesYesYesNo
StreamingYesYesYesYes
Catalogue
ProviderAlibabaMoonShot AIDeepSeekPerceptron
Categorychatchatchatchat
Charge typePay As You GoPay As You GoPay As You GoPay As You Go
Released———2026-09-25
Description
SummaryQwen3.8 27B is an open-weight dense vision-language model from Qwen, designed for coding, professional knowledge work, research, and multimodal interaction. It combines strong text and visual understanding with capabilities optimized for sustained, real-world agentic tasks. The model supports flexible thinking modes that can be enabled for deeper reasoning or disabled for faster execution, making it well suited for long-running agents, multimodal workflows, coding assistants, and cost-conscious self-hosted deployments.Kimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model, building on Kimi K3 with enhanced post-training for advanced reasoning and autonomous task execution. It features a 1M-token context window and native image and video understanding, enabling complex, long-context multimodal workflows. Optimized for long-horizon coding, 3D creation, financial research, and end-to-end agentic knowledge work, Kimi K3.1 Pro is well suited for autonomous software engineering, multimodal analysis, and complex professional workflows that require sustained reasoning and reliable 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.Perceptron Mk1.5 chat model that accepts audio input. Audio and text input are billed per token.