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GPT-6 Astra (Max)

OpenAIProprietary

Description

GPT-6 Astra is OpenAI's released flagship for the hardest end-to-end work across complex reasoning, coding, computer use, research, and document creation. The API model id is gpt-6-astra. It accepts text and image input with text output, supports low, medium, high, xhigh, and max reasoning effort (but not none), and provides a 1,050,000-token context window with up to 128,000 output tokens. Responses API tools include web and file search, image generation, code interpreter, hosted shell, apply patch, skills, computer use, MCP, and tool search; it also supports streaming, function calling, structured outputs, async tool calling, mid-turn steering, and configuration updates during a conversation. Standard pricing is $10 input, $1 cached input, $12.50 cache writes, and $50 output per million tokens. Requests above 272K input tokens cost 2x for input and cache and 1.5x for output across the full request; Batch and Flex are 50% of Standard, while Fast is 2x.

Release Date
2026-09-03
Parameters
—
Context Length
1.1M
Modalities
image, pdf, text

Capability Radar

53
general
74
coding
96
reasoning
74
science
60
agents
90
multimodal

Rankings

Domain#RankScoreSource
Agentic Capability1
76.0
LS
Code Ranking23
93.0
AA
General Ranking7
91.0
AA
Math Reasoning4
97.0
LB
Multimodal Ranking8
70.0
LS
Reasoning3
93.0
LB
Science5
91.0
AA

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Agents

SEC-bench Pro85.4%SR
LifeSciBench60.3%SR
Agents' Last Exam59.3%SR
ExploitGym42.4%SR
AutomationBench41.4%SR
GeneBench-Pro37.8%SR

Code

ExploitBench100.0%SR
BenchCAD (with Python tool)95.9%SR
DeepSWE 1.174.1%SR

Healthcare

HealthBench Professional63.4%SR

Math

FrontierMath Tier 4 (v2)97.6%SR

Multimodal

OSWorld 2.072.6%SR

Reasoning

ARC-AGI-399.9%SR
ARC-AGI98.5%SR
GPQANYU + Cohere + Anthropic (2023)96.0%SR
ARC-AGI v295.0%SR
BrowseCompOpenAI (2025)91.5%SR
Terminal-Bench-Science 0.164.6%SR
Terminal-Bench 4.057.7%SR
Humanity's Last Exam (with tools, text-only)57.2%SR
FrontierCode 1.153.3%SR

Vision

ScreenSpot Pro92.7%SR

AA Evaluation Indices

(Artificial Analysis)
Gpqa(NYU + Cohere + Anthropic (2023))
96.1
Terminalbench V2 1
88.4
Lcr(Artificial Analysis)
80.7
Coding Index(Artificial Analysis)
76.9
Terminalbench V4 0
59.1
Scicode(UIUC + Argonne National Lab (2024))
56.5
Hle(Center for AI Safety + Scale AI (2025))
54.7
Intelligence Index(Artificial Analysis)
52.7
Tau Banking
41.4

LLM Stats Category Scores

(LLM Stats (zeroeval))
Physics
100
Spatial Reasoning
100
Biology
100
Chemistry
100
Search
90
Grounding
90
Vision
90
Math
80
Multimodal
80
Safety
80
General
80
Reasoning
70
Code
70
Healthcare
60
Agents
60
Tool Calling
60
Science
50

Pricing

Input Price$10 / 1M tokens
Output Price$50 / 1M tokens
Blended Price (3:1)$20 / 1M tokens
Cache Read Price$1 / 1M tokens
Cache Write Price$12.5 / 1M tokens

Speed

Tokens/sec59.3
Time to First Token163.67s
Time to Answer163.67s

Provider Price Ranking

Provider Price Ranking

1 providers

ProviderInputOutput
1OpenAI
$0.00001
$0.00005

Compare pricing across different API providers for this model.

External Sources