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ModelCap

GPT-5.4 Image 2

Image board #4API only

OpenAI·openai/gpt-5.4-image-2

GPT-5.4 Image 2 has a published context limit of 272K tokens in the ModelCap catalogue as of 22 Sept 2026, 02:49 UTC.

GPT-5.4 Image 2 has 1 published OpenRouter serving endpoint, from OpenRouter as of 22 Sept 2026, 02:49 UTC.

GPT-5.4 Image 2 weight access is api only, from ModelCap classification of published repository metadata as of 22 Sept 2026, 02:49 UTC.

Snapshot facts · download the public dataset · methodology

Catalogue signals · Image board
13.7#4
Availability and deployment ordering · not a capability score
Market Gravity
18.7
Secondary market signal
Input
no comparable token price
Output
media-unit price not published
Context
272K
tokens
Providers
1
endpoint
Gateway spend
latest · Vercel share

Providers

Uptime measured over the last 30 minutes
ProviderInputOutputContextQuantUptime
OpenAI272K99.79%

Other versions (1)

Catalogue ordering · Image board

Methodology
13.7
Published availability and deployment signals · not capability
Image board
#4
Public rank basis
Catalogue and deployment signals
Market and catalogue signals · order this category catalogue
Usage (OpenRouter popularity)
6.3
Liquidity (providers × uptime)
20.0
Open reach (HF downloads)
Surface (context / tools / modalities)
70.5
Freshness
55.8
  • · OpenRouter popularity #224
  • · 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
28.3
limited · 38% metadata coverage
Not capability
Artifact reproducibility
0.0
Access & legal clarity
30.3
Deployability
74.0
Evaluation provenance
0.0

Missing: artifactReproducibility.revision-sha, artifactReproducibility.architecture-and-model-type, artifactReproducibility.parameter-count, artifactReproducibility.serialized-weight-format, artifactReproducibility.base-lineage, accessLegalClarity.declared-license, accessLegalClarity.resolvable-license-terms, evaluationProvenance.admitted-evaluation-observations, evaluationProvenance.capability-family-breadth, evaluationProvenance.evaluation-source-diversity, evaluationProvenance.identity-and-source-confidence, evaluationProvenance.evaluation-dataset-revisions.

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

Market activity

Venue coverage
Market Gravity
18.7
OpenRouter weekly popularity
#224 of 322

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%
6.3

OpenRouter weekly popularity across the full model catalogue.

Liquidity25%
20.0

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%
55.8

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

Specification

Context window
272K tokens
Max output
128K tokens
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) and a maximum output of 128K tokens. Individual providers can serve less than the published maximum; the providers table lists each endpoint's own limit.

Is GPT-5.4 Image 2 open-weight?

API only. No downloadable model weights are linked in the current source data; access is through a hosted API or product.

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.