GPT-6 Astra on OpenRouter
GPT-6 Astra on OpenRouter
GPT-6 Astra represents OpenAI's premier model designed for high-intensity, end-to-end workflows. It is specifically engineered for deep research, scientific exploration, software engineering, advanced analytics, and professional document drafting.
The model's primary competitive edge lies in its ability to handle long-horizon agentic tasks, particularly those requiring the autonomous use of web browsers and computer interfaces.
🚀 Model Specifications & Economics
Released on September 4, 2026, GPT-6 Astra supports a massive context window of 1M tokens.
Pricing Structure
The cost of utilizing GPT-6 Astra is calculated based on token volume and specific feature usage:
| Component | Rate (per 1M tokens / 1K calls) |
|---|---|
| Input Tokens | \10.00$ |
| Output Tokens | \50.00$ |
| Cache Read | \1.00$ |
| Cache Write | \12.50$ |
| Web Search | \10.00$ per 1K calls |
Using to represent the basic cost formula: (Where is input tokens and is output tokens).
🛠️ OpenRouter Integration & Routing
OpenRouter acts as an intelligent gateway, directing your requests to various hosting providers. You can select your routing preference via the following logic:
Technical Implementation
The API is fully OpenAI-compatible, meaning most existing SDKs require only a change to the base URL and the model slug: openai/gpt-6-astra.
Note: Actual costs are often lower than listed prices due to active caching and available discounts.
📊 Performance Benchmarks
Provider Comparison (P50 Metrics)
| Provider | Input /M | Output /M | Cache Read /M | Latency | Throughput | Uptime |
|---|---|---|---|---|---|---|
| OpenAI Flex | $5.00 | $25.00 | $0.50 | 5.59 s | 44 tps | 100.00% |
| Azure | $10.00 | $50.00 | $1.00 | 5.33 s | 23 tps | 99.50% |
| OpenAI | $10.00 | $50.00 | $1.00 | 4.37 s | 36 tps | 99.61% |
| Azure (US) | $11.00 | $55.00 | $1.10 | 10.03 s | 27 tps | 99.53% |
| OpenAI Fast | $20.00 | $100.00 | $2.00 | 3.89 s | 41 tps | 100.00% |
Key Performance Indicators (3-Day Average):
- Top Throughput:
44 tok/s - Lowest Latency:
3.89 s - Overall Uptime:
- Overall Availability:
Reliability Analysis
OpenRouter significantly enhances stability through automatic failover.
Availability without routing: 96.40%- Availability with OpenRouter: 99.17%
🧠 Capabilities & Tooling
GPT-6 Astra is a multimodal powerhouse that accepts PDFs, images, and text as inputs to generate text-based outputs.
Feature Checklist
- Tool Calling: Supports
toolsandtool_choiceparameters. - Structured Data: Supports JSON schemas via the
response_formatfield. - Multimodal Input: Processes visual and document-based data.
- Provider Flexibility: Served by OpenAI and Azure (US) with pinning/exclusion options.
Related Agentic Ecosystem
Beyond the base model, several specialized agents leverage similar capabilities:
- Codex: An AI-driven coding agent designed for shipping software.
- Hermes Agent: An open-source, self-evolving agent by Nous Research featuring persistent memory and 40+ integrated tools.
- Claude Code: Anthropic's agentic tool for codebase-wide planning and execution.
🖼️ Ecosystem Visuals
Below are the associated identifiers for the integrated tools:
// Example of a structured output request
{
"model": "openai/gpt-6-astra",
"response_format": { "type": "json_object" },
"messages": [{"role": "user", "content": "Analyze this research paper."}]
}