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Compare / head-to-head

GPT-6 AstravsQwen3.8-Max

GPT-6 Astra leads 5 of 5 shared benchmarks. Qwen3.8-Max is 9.1x cheaper per token. GPT-6 Astra has the larger context window (1.1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
5 – 0
GPT-6 Astra leads
Cheaper per token
Qwen3.8-Max
9.1x cheaper, input + output
Larger context
GPT-6 Astra
1.1M tokens
Provider uptime (30d)
95.5056% · —
OpenAI · Qwen
GPT-6 Astra
OpenAI · released 2026-09-03
textvision
Context
1.1M
Max out
128K
Input /1M
$10
Output /1M
$50
Cached /1M
$1
Scores
8 · 5 core
Qwen3.8-Max
Qwen · released 2026-08-02
textvision
Context
1M
Max out
131K
Input /1M
$1.65
Output /1M
$4.95
Cached /1M
Scores
9 · 7 core
Quality

Benchmark matrix

BenchmarkGPT-6 AstraQwen3.8-MaxΔEdge
Reported by both · 5
GPQA Diamond96% 92.6% +3.4 ptGPT-6 Astra
FrontierMath Tier 4 v2 (Epoch AI run)97.6% epoch46.3% epoch+51.3 ptGPT-6 Astra
FrontierMath Tiers 1-3 v2 (Epoch AI run)93.7% epoch74.7% epoch+19 ptGPT-6 Astra
OTIS Mock AIME 2024-2025 (Epoch AI run)100% epoch99.4% epoch+0.6 ptGPT-6 Astra
SimpleQA Verified75.6% epoch45.8% epoch+29.8 ptGPT-6 Astra
Only GPT-6 Astra reports · 2
AutomationBench41.4% not reported
Terminal-Bench Science 0.164.6% not reported
Only Qwen3.8-Max reports · 3
LMArena Elonot reported1480.6
SWE-Bench Pronot reported67.7%
Terminal-Bench 2.1not reported86.6%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is GPT-6 Astra minus Qwen3.8-Max in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecGPT-6 AstraQwen3.8-MaxEdge
Context window1.1M tokens1M tokensGPT-6 Astra
Max output128K tokens131K tokensQwen3.8-Max
Input price / 1M$10 $1.65 Qwen3.8-Max
Output price / 1M$50 $4.95 Qwen3.8-Max
Cached input / 1M$1
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$60$6.6Qwen3.8-Max
Modalitiestext · visiontext · visionTie
Released2026-09-032026-08-02
Cited benchmark scores89
Reliability

Provider status

All providers
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Public benchmarks are a starting point. Run GPT-6 Astra and Qwen3.8-Max on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.