High-volume, cost-sensitive work
Choose GPT-6 Astra Pro
GPT-6 Astra Pro costs 24% less on a typical mix of three input tokens for every output token ($20.00 against $26.25 per million tokens).
GPT-6 Astra Pro vs o1: price, context and capabilities
Choose GPT-6 Astra Pro for high-volume, cost-sensitive work, writing and code generation, reused prompts and documents (RAG, agents), very long inputs and the latest release; on the other points the two are level or the data is missing.
In short
- GPT-6 Astra Pro is 24% cheaper than o1 at the headline price ($20.00 / 1M tokens vs $26.25 / 1M tokens).
- GPT-6 Astra Pro reads more per request: 1.05M tokens against 200k.
- GPT-6 Astra Pro is the newer model (Sep 4, 2026, against Dec 17, 2024).
- Only o1 offers batch api.
Which should you choose?
Each answer below comes straight from the published prices, specifications and independent benchmark results.
Writing and code generation
Choose GPT-6 Astra Pro
GPT-6 Astra Pro charges $50.00 per million output tokens, against $60.00 for o1. Output dominates the bill when answers are long.
Reused prompts and documents (RAG, agents)
Choose GPT-6 Astra Pro
GPT-6 Astra Pro charges $1.00 per million cached input tokens, against $7.50 for o1.
Very long inputs
Choose GPT-6 Astra Pro
GPT-6 Astra Pro reads up to 1.05M tokens per request, against 200k for o1.
Latest release
Choose GPT-6 Astra Pro
GPT-6 Astra Pro is the newer release (Sep 4, 2026, against Dec 17, 2024 for o1).
Monthly cost at three volumes
| Volume | GPT-6 Astra Pro | o1 | Difference |
|---|---|---|---|
| Prototype: 1M input, 250K output tokens | $22.50 | $30.00 | GPT-6 Astra Pro, $7.50 less |
| Production: 20M input, 5M output tokens | $450.00 | $600.00 | GPT-6 Astra Pro, $150.00 less |
| Scale: 500M input, 100M output tokens | $10,000 | $13,500 | GPT-6 Astra Pro, $3,500 less |
Standard rates, without caching or batch discounts. Volumes are per month.
Specifications side by side
| GPT-6 Astra Pro | o1 | |
|---|---|---|
| Provider | OpenAI | OpenAI |
| Category | Language models | Language models |
| Status | Generally available | Deprecated |
| Headline price | $20.00 / 1M tokens | $26.25 / 1M tokens |
| Input | $10.00 / 1M tokens | $15.00 / 1M tokens |
| Output | $50.00 / 1M tokens | $60.00 / 1M tokens |
| Cached input | $1.00 / 1M tokens | $7.50 / 1M tokens |
| Context window | 1.05M | 200k |
| Max output | 128k | 100k |
| Released | Sep 4, 2026 | Dec 17, 2024 |
| Knowledge cutoff | No data | October 2023 |
| Licence | Proprietary | Proprietary |
| Capabilities | Vision, Reasoning, Tool calling, Structured output, Prompt caching | Vision, Reasoning, Tool calling, Structured output, Prompt caching, Batch API |
| API model id | gpt-6-astra-pro | o1 |
Benchmarks side by side
Leader in bold.
| Benchmark | GPT-6 Astra Pro | o1 |
|---|---|---|
| Terminal-Bench Hard | No data | 12.9% |
| GPQA Diamond | No data | 74.7% |
| Humanity's Last Exam | No data | 7% |
| IFBench (instruction following) | No data | 70.3% |
| τ²-Bench (agentic tool use) | No data | 62.6% |
| Long-context reasoning (AA-LCR) | No data | 65% |
Independent evaluations by Artificial Analysis, run the same way for every model, at the reasoning setting shown. Percentages unless marked as an index.
Frequently asked questions
Should I choose GPT-6 Astra Pro or o1?
Choose GPT-6 Astra Pro for high-volume, cost-sensitive work, writing and code generation, reused prompts and documents (RAG, agents), very long inputs and the latest release; on the other points the two are level or the data is missing.
Which is cheaper, GPT-6 Astra Pro or o1?
GPT-6 Astra Pro is 24% cheaper than o1 at the headline price ($20.00 / 1M tokens vs $26.25 / 1M tokens).
Which has the larger context window, GPT-6 Astra Pro or o1?
GPT-6 Astra Pro reads more per request: 1.05M tokens against 200k.
What is the difference between GPT-6 Astra Pro and o1?
GPT-6 Astra Pro is made by OpenAI and o1 by OpenAI. GPT-6 Astra Pro is 24% cheaper than o1 at the headline price ($20.00 / 1M tokens vs $26.25 / 1M tokens). GPT-6 Astra Pro reads more per request: 1.05M tokens against 200k. GPT-6 Astra Pro is the newer model (Sep 4, 2026, against Dec 17, 2024). Only o1 offers batch api.
How much do GPT-6 Astra Pro and o1 cost per month?
At 20 million input and 5 million output tokens a month, GPT-6 Astra Pro costs $450.00 and o1 costs $600.00, at standard rates.
Which is newer, GPT-6 Astra Pro or o1?
GPT-6 Astra Pro was released on Sep 4, 2026 and o1 on Dec 17, 2024.