GPT-5.4 Pro
OpenAI · released Mar 5, 2026
- Type
- Closed
- Input
- $30.00
- Output
- $180.00
- Cached
- None held
List price · per 1M tokens · OpenAI at 1.1M context · source ↗
Our take
Written Sep 4, 2026GPT-5.4 Pro is OpenAI's proprietary flagship that handles up to 1.05 million tokens in a single request, accepting text, images and files. It is built for long-document and multimodal analysis, though its quality is unverified in our data and it carries a steep output cost.
Choose this when you need to analyse very long documents or combine images, files and text in one workflow, or when your enterprise requires Azure infrastructure. Skip it if budget matters more than context length, if you need measured quality scores, or if fast output at lower cost is essential.
The case for it
- One of the largest request limits we track, at 1.05 million tokens — rare for long-document work.
- Multimodal input: accepts text, images and files together.
The case against it
- Premium output cost that rises sharply on secondary providers.
- Slow throughput on lower-priced tiers: 3–4 tokens per second.
- No benchmark scores recorded, so quality claims are unverified in our data.
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 2 hours ago — each listing carries its own date.
OpenAI, through OpenRouter
The lab is the cheapest at this context. The strip above and this offer are the same one, compared at 1.1M of context. One cheaper row below is outside that comparison: a non-standard pricing tier.
- per 1M tokens
- $30.00 in / $180.00 out
- Context served
- 1.1M
- Throughput
- ~2 tok/s
| Provider | In / out per 1M tokens | Context | Throughput | Trains on prompts | Logs prompts | Zero retention |
|---|---|---|---|---|---|---|
| OpenAIflex tierThrough OpenRouter | $15.00 / $90.00checked 2 hours ago | 1.1M128K max reply | 0 tok/s | No | Yesunknown period | Unknown |
| OpenRouterOpenRouter's own listing | $30.00 / $180.00checked 2 hours ago | 1.1M | not measured | Unknown | Unknown | Unknown |
| Microsoft Azure AIThrough OpenRouter | $30.00 / $180.00checked 2 hours ago | 1.1M128K max reply | 1 tok/s | No | No | Confirmed |
| OpenAIThrough OpenRouter | $30.00 / $180.00checked 2 hours ago | 1.1M128K max reply | 2 tok/s | No | Yesunknown period | Unknown |
OpenRouter
Microsoft Azure AIAcross the 4 listings we hold: 3 say they do not train on prompts, 0 say they do and 1 does not say. 1 appears 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 |
|---|---|---|---|
| OpenAIflexThrough OpenRouter | ✓ | ✓ | ✓ |
| OpenRouterOpenRouter's own listing | ✓ | ✓ | ✓ |
| Microsoft Azure AIThrough OpenRouter | ✓ | ✓ | ✓ |
| OpenAIThrough OpenRouter | ✓ | ✓ | ✓ |
Tool calling: 4 of 4 listings say yes. JSON output: 4 of 4 listings say yes. Strict schema: 4 of 4 listings say yes.
Models people weigh against GPT-5.4 Pro
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 4 listings does not say whether it trains on prompts.
- We hold no cached-input rate for any of its listings.
- 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 out
- Catalogue slug
- openai-gpt-5-4-pro