Head to head · tested 27 Oct 2026

GPT-6 Astra vs Qwen3.8 Max (0902): accuracy, speed and price

Similar accuracy; Qwen3.8 Max (0902) costs less per question.

OpenAIGPT-6 Astra76.2% score · #12$0.013 per question49 tok/sQwenQwen3.8 Max (0902)75.0% score · #15$0.011 per question46 tok/s

Verdict

Built from the measurements below

  • Accuracy is too close to call: GPT-6 Astra scored 76.2% and Qwen3.8 Max (0902) 75.0% on the same 80 questions, a gap within what chance alone could produce.
  • Qwen3.8 Max (0902) is 1.2× cheaper per question as billed ($0.011 vs $0.013), reasoning tokens included.
  • Output speed is similar (49 vs 46 tokens per second).
  • Qwen3.8 Max (0902) starts answering sooner: 1.2 s to the first token, against 1.3 s for GPT-6 Astra.

Which should you choose?

Choose GPT-6 Astra for shorter outputs (about 205 tokens per question against 1,722) and more hosts to choose from on OpenRouter (3 against 1). Choose Qwen3.8 Max (0902) for the lower cost per correct answer ($0.015 against $0.017) and a quicker first token.

Accuracy gap +1.2 points (z = 0.18). A winner is called only when z is at least 1.96, the usual 95% threshold. Speed, latency and price need a 10% margin.

Head to head

Same questions, same prompt, same API

MeasureGPT-6 AstraQwen3.8 Max (0902)Edge
Verification scoreHigher is better76.2%75.0%Too close to call
Cost per questionLower is better$0.013$0.011Qwen3.8 Max (0902)
Output speedHigher is better4946Similar
Time to first tokenLower is better1.3 s1.2 sQwen3.8 Max (0902)
End-to-end response timeLower is better8.9 s12.2 sGPT-6 Astra
Tokens per questionLower is better2051,722GPT-6 Astra
Context windowHigher is better1.1M1MSimilar

Side by side

Bars are scaled to the larger of the two values. The winner on each measure is marked in bold.

Every measure

GPT-6 Astra first, Qwen3.8 Max (0902) second

Verification scorehigher is better
GPT-6 Astra76.2%
Qwen3.8 Max (0902)75.0%
Cost per questionlower is better
GPT-6 Astra$0.013
Qwen3.8 Max (0902)$0.011
Output speedhigher is better
GPT-6 Astra49
Qwen3.8 Max (0902)46
Time to first tokenlower is better
GPT-6 Astra1.3 s
Qwen3.8 Max (0902)1.2 s
End-to-end response timelower is better
GPT-6 Astra8.9 s
Qwen3.8 Max (0902)12.2 s
Tokens per questionlower is better
GPT-6 Astra205
Qwen3.8 Max (0902)1,722
Context windowhigher is better
GPT-6 Astra1.1M
Qwen3.8 Max (0902)1M

Score vs. cost per question

Both models in color, every other model in grey

Most attractive quadrant0255075100$0.00001$0.0001$0.001$0.01$0.10Cost per question (USD, log) →Verification score (%) →Qwen3.8 2.4T A95BCommand AReka Flash 3Gemma 4 26B A4BGemma 4 31BQwen3.5 397B A17BHermes 4 405BGPT-6 AstraGrok 4.7o3gpt-oss-20bMinistral 3 3B 2512Nova Micro 1.0Phi 4Granite 4.2 8BHy3GLM 5.3 FlashSolar Pro 4Trinity Large ThinkingMiniMax M3Mistral Large 4Claude Opus 5.5GPT-6.1 SolGemini 4 ArgonGPT-6 Lunagpt-oss-120bLlama 4 Maverick

Specifications and pricing

From OpenRouter's catalogue, plus the leaderboard's test dates

SpecificationGPT-6 AstraQwen3.8 Max (0902)
CreatorOpenAIQwen
Released4 Sept 20263 Sept 2026
Weights——
ReasoningYesYes
Inputfile, image, texttext, image, video
Outputtexttext
Context window1.1M tokens1M tokens
Knowledge cutoff——
List price in / out per 1M$10 / $50$2 / $6
Blended price per 1M (3:1)$20.00$3.00
Cheapest hostOpenAI · $5 / $25Alibaba · $2 / $6
Hosts on OpenRouter31
Last tested27 Oct 202625 Oct 2026

Compare any two models →

GPT-6 Astra vs Qwen3.8 Max (0902): frequently asked questions

Is GPT-6 Astra better than Qwen3.8 Max (0902)?
On accuracy they are statistically tied: GPT-6 Astra scored 76.2% and Qwen3.8 Max (0902) 75.0% on the same 80 questions from open datasets. Similar accuracy; Qwen3.8 Max (0902) costs less per question.
Which is cheaper, GPT-6 Astra or Qwen3.8 Max (0902)?
Qwen3.8 Max (0902) is cheaper: $0.011 per question as billed, against $0.013. List prices: GPT-6 Astra $10 in / $50 out, Qwen3.8 Max (0902) $2 in / $6 out per million tokens.
Which is faster, GPT-6 Astra or Qwen3.8 Max (0902)?
Their output speed is similar: 49 and 46 tokens per second.
Which has the larger context window, GPT-6 Astra or Qwen3.8 Max (0902)?
Both accept about the same amount of context: 1.1M and 1M tokens.