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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. Muse Spark 1.3MetaRemove
  4. Transcribe 1 ProFish AudioRemove

4 is the maximum. Remove one to add another.

qwen3.8-27b vs kimi-k3.1-pro vs muse-spark-1.3 vs transcribe-1-pro
AttributeQwen3.8 27Bqwen3.8-27bKimi K3.1 Prokimi-k3.1-proMuse Spark 1.3muse-spark-1.3Transcribe 1 Protranscribe-1-pro
Pricing
Input$0.45 / 1M$2.00 / 1M$1.25 / 1M— Not priced per input token
Output$3.20 / 1M$10.00 / 1M$4.25 / 1M— Not priced per output token
Cache Write (5m)$0.45 / 1M$2.00 / 1M$1.25 / 1MNot applicable
Cache Write (1h)$0.45 / 1M$2.00 / 1M$1.25 / 1MNot applicable
Cache Read$0.45 / 1M$2.00 / 1M$1.25 / 1MNot applicable
Web Search$0 / 1M$0 / 1M$0 / 1M$0 / 1M
Context
Max context262K1M1MN/A
Max outputN/AN/AN/AN/A
Capabilities
VisionYesYesYesNo
Function CallingYesYesYesNo
JSON ModeYesYesYesNo
StreamingYesYesYesNo
Catalogue
ProviderAlibabaMoonShot AIMetaFish Audio
Categorychatchatchatvoice
Charge typePay As You GoPay As You GoPay As You GoPay As You Go
Released———2026-09-24
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.Muse Spark 1.3 is Meta's multimodal reasoning model designed for long-running agentic, multi-agent, and coding workflows. It maintains context and information across extended tasks, enabling reliable execution in complex, multi-step environments. The model is optimized to resolve conflicting information, seek clarification or confirmation when necessary, and execute concisely, making it well suited for autonomous agents, collaborative multi-agent systems, and long-horizon software engineering workflows.Fish Audio Transcribe 1 Pro speech-to-text with speaker labels; transcripts include speaker tags such as <|speaker:0|>. Billed per second of audio.