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Compare models

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

  1. Gemini 3.1 Flash Lite Image (Google AI Studio)GoogleEnterprise & partner accessRemove
  2. Muse Spark OpenMetaRemove
  3. GPT TranscribeOpenAIRemove
gemini-3.1-flash-lite-image-aistudio vs muse-spark-open vs gpt-transcribe
AttributeGemini 3.1 Flash Lite Image (Google AI Studio)gemini-3.1-flash-lite-image-aistudioMuse Spark Openmuse-spark-openGPT Transcribegpt-transcribe
Pricing
Request$0.0336 / request——
BillingPay Per Request——
Cache Write (5m)Not applicable$1.25 / 1MNot applicable
Cache Write (1h)Not applicable$1.25 / 1MNot applicable
Cache ReadNot applicable$1.25 / 1MNot applicable
Input—$1.25 / 1M— Not priced per input token
Output—$4.25 / 1M— Not priced per output token
Web Search—$0 / 1M$0 / 1M
Context
Max contextN/A1MN/A
Max outputN/AN/AN/A
Capabilities
VisionYesYesNo
Function CallingNoYesNo
JSON ModeNoYesNo
StreamingNoYesNo
Catalogue
ProviderGoogleMetaOpenAI
Categoryimagechatvoice
Charge typePay Per RequestPay As You GoPay As You Go
Released——2026-08-05
Description
SummaryGemini 3.1 Flash Lite Image served from Google AI Studio. Billed per image at US$0.0336. Call it through /v1/chat/completions with stream set to false; the image is returned in the message content as a base64 data URI. Maximum output resolution is 1K. A request for a larger size returns a 1K image with the same aspect ratio at the same price. When a size is reduced, the response carries an X-Image-Resolution-Capped header with the requested and delivered size.Muse 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.OpenAI GPT Transcribe speech-to-text. Billed per second of audio.