GPT-5.4 Image 2
OpenAI · released Apr 21, 2026
- Type
- Closed
- Input
- $8.00
- Output
- $15.00
- Cached
- $2.00
List price · per 1M tokens · OpenAI at 272K context · source ↗
Our take
Written Sep 2, 2026GPT-5.4 Image 2 is a proprietary multimodal creative tool from OpenAI that generates images and text from text, image and file inputs. Its 272,000-token request limit suits large composite prompts, though no quality scores are available to judge its output against the premium price.
Pick this for multimodal workflows that need both image generation and text output in a single call, or when 272K tokens are needed for complex composite prompts. Skip it if you want measured quality data, an open-weights alternative, or a lower-cost option with visible performance justification.
The case for it
- 272,000-token request limit, substantial for complex multimodal prompts.
- Verified 44 tokens per second on OpenAI's own infrastructure.
The case against it
- No benchmark scores in our data, so there is no measured quality or capability evidence.
- Premium output pricing with no visible performance justification.
- Proprietary weights with no disclosed licence and no open alternative path.
How good is it?
We hold no score for this model.
So there is no figure here for everyday use, coding, agent work or writing. That is a gap in our data, not a low score.
Where to rent it
Prices checked 4 hours ago — each listing carries its own date.
OpenAI, through OpenRouter
The lab is also the cheapest we hold. The strip above and this offer are the same one, so nothing on this page undercuts OpenAI on 272K of context.
- per 1M tokens
- $8.00 in / $15.00 out
- Context served
- 272K
- Throughput
- ~0 tok/s
| Provider | In / out per 1M tokens | Context | Throughput | Trains on prompts | Logs prompts | Zero retention |
|---|---|---|---|---|---|---|
| OpenRouterOpenRouter's own listing | $8.00 / $15.00checked 4 hours ago | 272K | not measured | Unknown | Unknown | Unknown |
| OpenAIThrough OpenRouter | $8.00 / $15.00checked 4 hours ago | 272K128K max reply | 0 tok/s | No | Yesunknown period | Unknown |
OpenRouterAcross the 2 listings we hold: 1 says it does not train on prompts, 0 say they do and 1 does not say. 0 appear in the zero-retention registry we check; the rest are unknown to us.
What each host's API supports
From the parameter list each endpoint publishes. Streaming is omitted: nothing we hold reports it, for any model.
| Provider | Tool calling | JSON output | Strict schema |
|---|---|---|---|
| OpenRouterOpenRouter's own listing | ✗ | ✓ | ✓ |
| OpenAIThrough OpenRouter | ✗ | ✓ | ✓ |
Tool calling: 0 of 2 listings say yes, 2 say no. JSON output: 2 of 2 listings say yes. Strict schema: 2 of 2 listings say yes.
Models people weigh against GPT-5.4 Image 2
When we formed this view
Recent changes
What moved
first indexed by our pipelineEach date is the day we first saw the change, or the day the maker announced it.
What we do not know about this model yet
- No independent board has scored it, so we hold no quality figures at all.
- Nothing we hold says whether an endpoint streams, so we do not show it either way.
- 1 of 2 listings does not say whether it trains on prompts.
- We hold no batch or off-peak rate for any of its listings.
Licence and identifiers
What the licence allowsWe hold no licence record for this model. Inside are the identifiers you need to pull it — its Hugging Face repo where we have one, our slug and a machine-readable card.
Licence
We hold no licence record for this model, and no record of published weights either — so we can neither summarise its terms nor point you at the weights.
Identifiers
- Takes in, gives back
- Text, images and documents in, text and images out
- Catalogue slug
- openai-gpt-5-4-image-2