o1-pro
OpenAI · released Mar 19, 2025
- Type
- Closed
- Input
- $150.00
- Output
- $600.00
- Cached
- None held
List price · per 1M tokens · OpenAI at 200K context · source ↗
Our take
Written Sep 5, 2026o1-pro is OpenAI's premium reasoning model, built for complex multi-step problems rather than quick chat. It handles up to 200,000 tokens in a single request and accepts text, images and files, though it comes at a steep price with no measured quality data yet.
Choose this when you need OpenAI's most capable reasoning on documents, images or files up to 200,000 tokens, and where output quality justifies premium pricing for deep analysis or complex problem-solving. Skip it if cost matters, if you need fast responses, or if you want verified benchmark scores to guide your choice.
The case for it
- Extremely long context for a reasoning model: up to 200,000 tokens in a single request.
- Accepts text, images and files, making it suitable for multimodal analysis tasks.
The case against it
- Very expensive relative to typical text models, with no cheaper alternative in our data.
- Slow throughput on OpenAI's own infrastructure: 8 tokens per second.
- No measured quality scores in our data, so there is no independent verification of its capabilities.
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 200K of context.
- per 1M tokens
- $150.00 in / $600.00 out
- Context served
- 200K
- Throughput
- ~11 tok/s
| Provider | In / out per 1M tokens | Context | Throughput | Trains on prompts | Logs prompts | Zero retention |
|---|---|---|---|---|---|---|
| OpenRouterOpenRouter's own listing | $150.00 / $600.00checked 4 hours ago | 200K | not measured | Unknown | Unknown | Unknown |
| OpenAIThrough OpenRouter | $150.00 / $600.00checked 4 hours ago | 200K100K max reply | 11 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 o1-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 2 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-o1-pro