# GPT-6 Astra

> For the complete documentation index, see [llms.txt](/llms.txt). Markdown versions of documentation pages are available by appending `.md` to the page URL.

> Our most capable model, built for the hardest end-to-end work

Model ID: `gpt-6-astra`

GPT‑6 Astra is rolling out today for enterprises in our [Trusted Access Program⁠](https://openai.com/form/enterprise-trusted-access-for-cyber/), with access through API and our Plus, Pro, Business and Enterprise plans coming in the coming days.

GPT-6 Astra is our most capable model, built for the hardest end-to-end work.
Use it for complex reasoning, coding, computer use, research, and document creation.
`reasoning.effort` supports `low`, `medium`, `high`, `xhigh`, and `max`.

Get started with GPT-6 Astra using the [model guide](/api/docs/guides/latest-model?model=gpt-6-astra).

## Model details

- Default snapshot: `gpt-6-astra`
- Input modalities: text, image
- Output modalities: text
- 1,050,000 context window
- Maximum input tokens: 922,000
- 128,000 max output tokens
- Apr 30, 2026 knowledge cutoff
- Reasoning token support

## Pricing

Pricing is based on the number of tokens used, or other metrics based on the model type. For tool-specific models, like search and computer use, there’s a fee per tool call. See details in the [pricing page](/api/docs/pricing).

### Text tokens

| Metric | Price | Unit |
| --- | ---: | --- |
| Input | $10 | 1M tokens |
| Cached input | $1 | 1M tokens |
| Cache writes | $12.5 | 1M tokens |
| Output | $50 | 1M tokens |

- Prompts with more than 272K input tokens are priced at 2x input and cache rates and 1.5x output for the full request.
- Cache writes are billed at 1.25x the uncached input token rate.
- Batch and Flex are priced at 50% of Standard rates. Fast mode is priced at 2x the applicable rates.

## Endpoints

| Endpoint | Route | Support |
| --- | --- | --- |
| Chat Completions | `v1/chat/completions` | Supported |
| Responses | `v1/responses` | Supported |
| Realtime | `v1/realtime` | Not supported |
| Realtime translation | `v1/realtime/translations` | Not supported |
| Realtime transcription | `v1/realtime/transcription_sessions` | Not supported |
| Assistants | `v1/assistants` | Not supported |
| Batch | `v1/batch` | Supported |
| Fine-tuning | `v1/fine-tuning` | Not supported |
| Embeddings | `v1/embeddings` | Not supported |
| Image generation | `v1/images/generations` | Not supported |
| Videos | `v1/videos` | Not supported |
| Image edit | `v1/images/edits` | Not supported |
| Speech generation | `v1/audio/speech` | Not supported |
| Transcription | `v1/audio/transcriptions` | Not supported |
| Translation | `v1/audio/translations` | Not supported |
| Moderation | `v1/moderations` | Not supported |
| Completions (legacy) | `v1/completions` | Not supported |

## Supported features

- streaming
- structured_outputs
- function_calling
- file_search
- image_input
- web_search
- prompt_caching

## Supported tools

Tools supported by this model when using the Responses API.

- web_search
- file_search
- image_generation
- code_interpreter
- hosted_shell
- apply_patch
- skills
- computer_use
- mcp
- tool_search

## Snapshots

Snapshots let you lock in a specific version of the model so that performance and behavior remain consistent. Below is a list of all available snapshots and aliases for GPT-6 Astra.

- `gpt-6-astra`

## Rate limits

Rate limits ensure fair and reliable access to the API by placing specific caps on requests, tokens, audio duration, or other usage within a given time period. Your usage tier determines how high these limits are set and automatically increases as you send more requests and spend more on the API.

### Standard

| Tier | RPM | TPM | Batch queue limit |
| --- | ---: | ---: | ---: |
| Tier 1 | 500 | 500,000 | 1,500,000 |
| Tier 2 | 5,000 | 1,000,000 | 3,000,000 |
| Tier 3 | 5,000 | 2,000,000 | 100,000,000 |
| Tier 4 | 10,000 | 4,000,000 | 200,000,000 |
| Tier 5 | 15,000 | 40,000,000 | 15,000,000,000 |