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OpenAI: GPT-6 Astra API Pricing

OpenAI: GPT-6 Astra costs $10.00 per 1M input tokens and $50.00 per 1M output tokens (cache reads: $1.00). Context window: 1.1M. Prices verified 2026-10-21 · source

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⚠️ Long-context price tier applies

The headline price only applies below the first threshold. Past it, you pay more per token:

≥ 272,000 tokens: $10.00 in / $37.50 out per 1M(1.0× base)

See all thresholds on the long-context tiers page.

Price history
2026-09-05 → 2026-10-21 · 59 daily snapshots
inputoutput

Rebuilt daily from our snapshot archive — the chart appears once a model has 5+ snapshots of history.

Pricing behavior
Stable — no price moves across our 59 daily snapshots (2026-08-23 → 2026-10-21).

From our own daily snapshot archive — independent of provider announcements.

Intelligence & capability
via Artificial Analysis
52.7
Intelligence index · top 8% of 288 scored
76.9
Coding index
51
Agentic index
$20
Blended $/1M (3:1 in:out)

Intelligence measures reasoning/knowledge/coding benchmarks. A high score with a low blended price = value pick; check the value chart to see where this model lands.

Input / 1M tokens
$10.00
Output / 1M tokens
$50.00
Context window
1.1M
Max output
128K

Token economics

Token typePricevs base input
Standard input$10.00—
Cache read$1.00−90%
Cache write (5m)$12.50+25%
Output$50.00—
Web search tool$10/1k searches—

Prompt caching stores repeated context server-side: reads cost far less, but writes carry a one-time premium.

Reasoning behavior
Mode: Always on (mandatory)
Effort levels:maxxhighhighmediumlow

Higher effort = deeper thinking = more reasoning tokens billed as output.

What would OpenAI: GPT-6 Astra cost you per month?

WorkloadRequests/moAvg tokens (in/out)Est. monthly cost
Light chatbot10,000800 / 400$280.00
Coding agent5,0008,000 / 2,000$900.00
RAG pipeline30,0004,000 / 500$1950.00
Doc summarizer2,00020,000 / 1,000$500.00

Estimates use list prices without prompt caching. Caching can cut input cost by up to 90% on repeated context.

About OpenAI: GPT-6 Astra

GPT-6 Astra is OpenAI's flagship model for demanding end-to-end work. It is suited for advanced analysis, software engineering, deep research, scientific work, and document creation, with particular strengths in long-horizon...

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Frequently asked questions

How much does OpenAI: GPT-6 Astra cost?

OpenAI: GPT-6 Astra costs $10.00 per 1M input tokens and $50.00 per 1M output tokens; cached input tokens cost $1.00 per 1M. Verified 2026-10-21 — provider source.

What is the context window?

1.1M tokens, with up to 128K output tokens per response. That's roughly 1313 pages of text in a single request.

Does it support prompt caching?

Yes — cached input is $1.00/1M, about 90% cheaper than standard input. Agents and RAG workloads with repeated context benefit most.

What's a cheaper alternative?

ScaleDown: Summarize saves about 99% on a typical workload with comparable quality.

Official resources