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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 Image 2OpenAIRemove
  2. Gemini 3.1 Flash Lite Image (Google Vertex AI)GoogleRemove
gpt-image-2 vs gemini-3.1-flash-lite-image-vertex
AttributeGPT Image 2gpt-image-2Gemini 3.1 Flash Lite Image (Google Vertex AI)gemini-3.1-flash-lite-image-vertex
Pricing
Request$0.04 / request$0.0336 / request
BillingPay Per RequestPay Per Request
Cache Write (5m)Not applicableNot applicable
Cache Write (1h)Not applicableNot applicable
Cache ReadNot applicableNot applicable
Context
Max context272KN/A
Max outputN/AN/A
Capabilities
VisionYesYes
Function CallingNoNo
JSON ModeNoNo
StreamingNoNo
Catalogue
ProviderOpenAIGoogle
Categoryimageimage
Charge typePay Per RequestPay Per Request
Released——
Description
SummaryGPT 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.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.