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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. GPT TranscribeOpenAIRemove
  2. Gemini 3.1 Flash Lite Image (Google Vertex AI)GoogleRemove
gpt-transcribe vs gemini-3.1-flash-lite-image-vertex
AttributeGPT Transcribegpt-transcribeGemini 3.1 Flash Lite Image (Google Vertex AI)gemini-3.1-flash-lite-image-vertex
Pricing
Input— Not priced per input token—
Output— Not priced per output token—
Cache Write (5m)Not applicableNot applicable
Cache Write (1h)Not applicableNot applicable
Cache ReadNot applicableNot applicable
Web Search$0 / 1M—
Request—$0.0336 / request
Billing—Pay Per Request
Context
Max contextN/AN/A
Max outputN/AN/A
Capabilities
VisionNoYes
Function CallingNoNo
JSON ModeNoNo
StreamingNoNo
Catalogue
ProviderOpenAIGoogle
Categoryvoiceimage
Charge typePay As You GoPay Per Request
Released2026-08-05—
Description
SummaryOpenAI GPT Transcribe speech-to-text. Billed per second of audio.Gemini 3.1 Flash Lite Image served from Google Vertex AI. 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.