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Compare / head-to-head

GPT-6 AstravsQwen3-Coder-Next

GPT-6 Astra and Qwen3-Coder-Next do not yet share a public benchmark, so quality cannot be compared apples-to-apples. 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
0
no overlap yet
Cheaper per token
list price, input + output
Larger context
GPT-6 Astra
1.1M tokens
Provider uptime (30d)
95.5679% · —
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-Coder-Next
Qwen · released 2026-02-03
text
Context
262K
Max out
Input /1M
Output /1M
Cached /1M
Scores
3 · 2 core
Quality

Benchmark matrix

BenchmarkGPT-6 AstraQwen3-Coder-NextΔEdge
Reported by both · 0
No public benchmark is reported for both models yet.
Only GPT-6 Astra reports · 7
GPQA Diamond96% not reported
AutomationBench41.4% not reported
FrontierMath Tier 4 v2 (Epoch AI run)97.6% epochnot reported
FrontierMath Tiers 1-3 v2 (Epoch AI run)93.7% epochnot reported
OTIS Mock AIME 2024-2025 (Epoch AI run)100% epochnot reported
SimpleQA Verified75.6% epochnot reported
Terminal-Bench Science 0.164.6% not reported
Only Qwen3-Coder-Next reports · 3
SWE-bench Verifiednot reported70.6%
SWE-Bench Pronot reported44.3%
Terminal-Bench 2.0not reported36.2%
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-Coder-Next 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-Coder-NextEdge
Context window1.1M tokens262K tokensGPT-6 Astra
Max output128K tokens
Input price / 1M$10
Output price / 1M$50
Cached input / 1M$1
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$60
Modalitiestext · visiontextGPT-6 Astra
Released2026-09-032026-02-03
Cited benchmark scores83
Reliability

Provider status

All providers
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Which one wins on your data?

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