Models/GPT-6 Astra (Max)
openai

GPT-6 Astra (Max)Ready

gpt-6-astra
Serverless APILLMReasoningVisionPrompt cachingClosed

A frontier multimodal model oriented toward deep research and complex tool orchestration. It ranks #5 of the top 20 frontier models on the Artificial Analysis Intelligence Index with a score of 52.7. Released September 3, 2026.

1M
Context
—
Parameters
#5
Intelligence rank · 52.7
Closed
Weights
View full spec
ReleasedSep 3, 2026
Knowledge cutoffApr 30, 2026
Size classlarge
Input modalitiestext, image
Output modalitiestext
Median output speed57 tok/s
Median time to first token269.3s

Usage guide

1. Choose how you'd like to use GPT-6 Astra (Max)

☁️ Serverless

Use with pay-per-token pricing. Zero setup, no cold starts, automatic failover between upstream routes.

Usage tiers · Standard • Priority
Try it — sign in
curl https://tokenhub-staging.coality.io/v1/chat/completions \
  -H "Authorization: Bearer $TOKEN_HUB_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "gpt-6-astra",
    "messages": [{"role": "user", "content": "Explain vector databases in one paragraph"}]
  }'

Pricing

BucketPriceNotes
Input tokens$12.50per 1M tokens
Output tokens$62.50per 1M tokens
Cache read$1.25cached input · 90% off
Cache write$15.63per 1M tokens
Billed per token with micro-dollar precision · effective Oct 26, 2026 · default key limits 600 req/min · 200K tokens/min

Benchmarks

GPQA Diamond
96.1
Humanity's Last Exam
54.7
MMMU-Pro
86.9
SciCode
56.5
Terminal-Bench 4.0
59.1
Long Context Reasoning
80.7
Frontier Code
47.0
Scores from the Artificial Analysis evaluation suite (0–100 scale).

About this model

Closed model, with a 1M context window, native image input, visible reasoning traces, prompt caching at a 90% discount on cached input, 57 output tokens/s median serving speed and 269.3s to first token.