Skip to content
ModelCap

GPT-5.4 Image 2

No linked weights

OpenAI·#5 of 6 on the image board

GPT-5.4 Image 2 is an image model from OpenAI. It is #5 of 6 on ModelCap's image board, which orders models by availability and deployment, not by output quality. No downloadable weights are linked in the current source data.

Figures as of 6 Nov 2026, 14:10 UTC · download the public dataset · methodology

Catalogue signals · Image board
12.4#5
Availability and deployment ordering · not a capability score
Market Gravity
16.9
Secondary market signal
Input
—
no comparable token price
Output
—
media-unit price not published
Context
272K
tokens
Providers
1
endpoint

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
OpenAI——272K—0.00%

Other versions (1)

Catalogue ordering · Image board

Methodology
12.4
Published availability and deployment signals · not capability
Image board
#5 of 6
Technical details
Public rank basis
Catalogue and deployment signals
Market and catalogue signals · order this category catalogue
Usage (OpenRouter popularity)
5.9
Liquidity (providers × uptime)
15.0
Open reach (HF downloads)
—
Surface (context / tools / modalities)
70.5
Freshness
46.9
  • · OpenRouter popularity #240
  • · 1 live provider
  • · Catalogue: context 272000, reasoning, modalities Image/Text/File
  • · First seen 2026-04-21

This category board uses only published catalogue and deployment facts. It does not infer media-generation quality or compare incompatible media-unit prices.

This is a discovery ordering, not a capability benchmark. Category-compatible public evaluation evidence must be added before ModelCap can publish a media-quality rank.

Deployment readiness

Metadata index
22.3
limited · 38% metadata coverage
Not capability
Artifact reproducibility
0.0
Access & legal clarity
30.3
Deployability
54.0
Evaluation provenance
0.0

Not yet published: a pinned repository revision, the architecture and model type, a parameter count, safetensors weight metadata, the base model it derives from, a declared licence, a link to the licence terms, admitted benchmark results, results across several capability areas, results from more than one source, a confident match to its benchmark entries, pinned evaluation dataset versions.

A metadata completeness and deployability index—not a safety certification, quality grade, or production-readiness claim.

Market activity

Venue coverage
Market Gravity
16.9
OpenRouter weekly popularity
#240 of 339

Market Gravity uses OpenRouter’s full-catalogue popularity order. Sparse Vercel top-ten observations appear only when published and do not affect the score.

Market Gravity breakdown

Usage55%
5.9

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
15.0

Independent providers versus the model's open or closed cohort, weighted by uptime.

Open reach15%
50.0

Hugging Face 30-day downloads for open models; neutral for closed models.

Freshness5%
46.9

Time since first public availability, on a six-month half-life.

Specification

Model ID
openai/gpt-5.4-image-2
Context window
272K tokens
Declared output cap
128K tokens

OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. OpenRouter metadata

Inputs
Image, Text, File
Outputs
Image, Text
Tokenizer
GPT
First seen on OpenRouter
21 Apr 2026

Capabilities

  • Supported: Reasoning
  • Not supported: Tool use
  • Supported: Structured output
  • Supported: Response format
  • Supported: Moderated

GPT-5.4 Image 2: common questions

What is the context window of GPT-5.4 Image 2?

GPT-5.4 Image 2 has a published context window of 272K tokens (272,000). The snapshot lists a 128,000 token catalogue-declared route output cap. OpenRouter catalogue or provider-endpoint declaration. Limits can vary by provider and prompt length; a model-wide maximum has not been independently verified. The providers table lists each endpoint's context limit.

Is GPT-5.4 Image 2 open-weight?

No linked weights. No downloadable model weights are linked in the current source data. This does not identify every API or chat product that offers the model.

When was GPT-5.4 Image 2 released?

GPT-5.4 Image 2 first appeared in the catalogue on 21 Apr 2026. It is the current version in its family. Rank and price movements since then are recorded on the site's changes feed.