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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. Muse Spark OpenMetaRemove
  2. GPT Image 2 (OpenAI direct)OpenAIEnterprise & partner accessRemove
muse-spark-open vs gpt-image-2-openai
AttributeMuse Spark Openmuse-spark-openGPT Image 2 (OpenAI direct)gpt-image-2-openai
Pricing
Input$1.25 / 1M$2.50 / 1M
Output$4.25 / 1M$15.00 / 1M
Cache Write (5m)$1.25 / 1MNot applicable
Cache Write (1h)$1.25 / 1MNot applicable
Cache Read$1.25 / 1MNot applicable
Web Search$0 / 1M—
Context
Max context1M272K
Max outputN/AN/A
Capabilities
VisionYesYes
Function CallingYesNo
JSON ModeYesNo
StreamingYesNo
Catalogue
ProviderMetaOpenAI
Categorychatimage
Charge typePay As You GoPay As You Go
Released——
Description
SummaryMuse Spark Open is an open-weight, coding-optimized model designed for agentic software engineering workflows. It delivers strong first-attempt accuracy, reliable tool calling, and deep codebase understanding, enabling effective development across real-world repositories. Optimized for autonomous coding agents, complex code navigation, and tool-driven development, Muse Spark Open is well suited for software engineering automation, debugging, code generation, and multi-step coding workflows where accuracy and reliable execution are essential.Served by OpenAI directly. GPT Image 2 combines OpenAI's GPT-5.4 with advanced image generation capabilities from GPT Image 2, enabling fully integrated multimodal workflows. It allows users to seamlessly transition between reasoning, coding, and visual generation within a single interaction, making it well suited for creative, development, and agent-driven applications that require both intelligence and visual output. Billed by tokens at OpenAI's price: text input US$5, image input US$8 and image output US$30 per 1M tokens.