Skip to content
Model Pareto

GPT-6 Astra vs Muse Wonder Full

GPT-6 Astra scores higher in vision; Muse Wonder Full in coding, hard reasoning and agents. Muse Wonder Full has no listed API price; GPT-6 Astra costs $20.0 per million tokens, blended 3:1 input:output.
GPT-6 AstraMuse Wonder Full
Focus

Coding: quality vs price

Compared models are ringed; the other 131 ranked here are greyed.

Lower price is better. Pareto frontier: Nex-N2.5-Mini, Nex-N2.5-Pro, MiMo-V2.6-Flash, Ternary Bonsai 2 27B, MiMo-V2.6-Pro, Kimi K3.1 Pro, Claude Opus 5.5. 43 models are not plotted: Muse Wonder Full, GLM-5.3 Flash NVFP4, DeepSeek V4.1 Flash NVFP4, DeepSeek-V4-Pro-0813-nvfp4-DSpark, GLM-5.3 NVFP4, Atria Dawn Preview, Ternary Bonsai 27B, Xing4.0-29B-A4B, Beam 1.0 501B A23B, Qwen3.8 27B NVFP4, Maple-Preview, Intern-S2-397B, Bonsai 27B, Solar Open2 250B, Muse Spark Open, Laguna S 2.1, Phi-4-reasoning-plus, Motif 3, Nex-N2-Pro, Flint, Nemotron 3.5 Super VL NVFP4, Nemotron 3.5 Super VL, K2 Horizon 375B A23B, K-EXAONE 2.0 0803, A.X-K2, Intern-S2-Preview (35B-A3B), Nemotron 3.5 Bolt 74B-A9B, K2 Horizon MoVA 36B A4B, G9v3-39A5B, North Mini Code, Qwen3.8 Flash-Next NVFP4, LFM2.5-24B-A2B, K2 Horizon 7B, K2-Horizon-32B, Devstral 2, NVIDIA Nemotron-Labs Dory1.0 4B, MiniCPM5-2B, Falcon-H1-34B-Instruct, Devstral Small 2, Ling 3.0 Tiny, K2 Horizon 3.7B, K2 Horizon 0.9B, LFM2.5-2.6B.

43 models with no price data — shown in the strip at the left edge

Muse Wonder Full, GLM-5.3 Flash NVFP4, DeepSeek V4.1 Flash NVFP4, DeepSeek-V4-Pro-0813-nvfp4-DSpark, GLM-5.3 NVFP4, Atria Dawn Preview, Ternary Bonsai 27B, Xing4.0-29B-A4B, Beam 1.0 501B A23B, Qwen3.8 27B NVFP4, Maple-Preview, Intern-S2-397B, Bonsai 27B, Solar Open2 250B, Muse Spark Open, Laguna S 2.1, Phi-4-reasoning-plus, Motif 3, Nex-N2-Pro, Flint, Nemotron 3.5 Super VL NVFP4, Nemotron 3.5 Super VL, K2 Horizon 375B A23B, K-EXAONE 2.0 0803, A.X-K2, Intern-S2-Preview (35B-A3B), Nemotron 3.5 Bolt 74B-A9B, K2 Horizon MoVA 36B A4B, G9v3-39A5B, North Mini Code, Qwen3.8 Flash-Next NVFP4, LFM2.5-24B-A2B, K2 Horizon 7B, K2-Horizon-32B, Devstral 2, NVIDIA Nemotron-Labs Dory1.0 4B, MiniCPM5-2B, Falcon-H1-34B-Instruct, Devstral Small 2, Ling 3.0 Tiny, K2 Horizon 3.7B, K2 Horizon 0.9B, LFM2.5-2.6B

  • Best-value frontier (nothing is both cheaper and better)
  • Evidencestrong → weak
  • Estimated from other categories
  • GPT-6 Astra
    Quality
    84.2
    Rank
    #9/133
    Price
    $20.0/M tok
    Speed
    52tok/s
    In$10Out$50/M tok

    vs Muse Wonder Full: −7.5 quality · price n/a

  • Muse Wonder Full
    Quality
    91.7
    Rank
    #3/133
    Price
    —
    Speed
    —

    vs GPT-6 Astra: +7.5 quality · price n/a

Overview

Metric
GPT-6 Astra
Muse Wonder Full
Lab
OpenAI
Meta
Released
Sep 3, 2026
Oct 12, 2026
Weights
Proprietary
Proprietary
Input price
$/M tok
$10
—
Output price
$/M tok
$50
—
Blended price
$/M tok · 3:1 in:out
$20
—
Output speed
tok/s
52
—
Context
tokens
1MBest
1MBest

Quality by category

0–100 within each category (100 = best tracked model). Rank is among all models ranked there. Click a row to focus it.

Metric
GPT-6 Astra
Muse Wonder Full
Coding
84.2±4.5
#9/133Verified
91.7±4.5Best
#3/133Verified
Writing & chat
89.3±5.3
#4/160Verified
Not ranked
Vision
97.9±3.5Best
#1/97Verifiedbest value
94.4±7.5
#2/97Verified
Hard reasoning
93.6±3.7
#6/213Verified
94.4±5.1Best
#5/213Verified
Agents
81.8±4.6
#15/186Mixed
99.0±4.4Best
#2/186Verified

Coding benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
GPT-6 Astra
Muse Wonder Full
SWE-bench Verified
day 0
~#2/20~90.1%Estimated
  1. #1Claude Opus 596.0%
  2. ~#2GPT-6 AstraEstimated90.1%
  3. #2Claude Sonnet 585.2%
estimated from related benchmarks
~#2/20~93.9%Estimated
  1. #1Claude Opus 596.0%
  2. ~#2Muse Wonder FullEstimated93.9%
  3. #2Claude Sonnet 585.2%
estimated from related benchmarks
SWE-bench Pro (Public)
day 0
~#5/23~74.4%Estimated
  1. #1Claude Opus 5.589.9%
  2. #4Claude Opus 579.2%
  3. ~#5GPT-6 AstraEstimated74.4%
  4. #5Intern-S2-397B68.5%
estimated from related benchmarks
~#5/23~78.6%Estimated
  1. #1Claude Opus 5.589.9%
  2. #4Claude Opus 579.2%
  3. ~#5Muse Wonder FullEstimated78.6%
  4. #5Intern-S2-397B68.5%
estimated from related benchmarks
DeepSWE v1.1
day 0
#17/4267.6%Verified
  1. #1Gemini 4 Argon78.8%
  2. #16MiMo-V2.6-Flash67.9%
  3. #17GPT-6 Astra67.6%
  4. #18GPT-5.567.0%
artificialanalysis.ai · 2026-09-24
#2/4277.0%BestVerified
  1. #1Gemini 4 Argon78.8%
  2. #2DeepSeek V4.1 Flash 101777.0%
  3. #2Muse Wonder Full77.0%
  4. #4Muse Wonder75.8%
artificialanalysis.ai · 2026-10-15
Terminal-Bench 4.0
day 0
#4/9859.1%BestVerified
  1. #1Kimi K3.1 Pro67.2%
  2. #3Claude Opus 5.559.6%
  3. #4GPT-6 Astra59.1%
  4. #5Gemini 4 Argon57.1%
artificialanalysis.ai · 2026-09-24
#5/9857.1%Verified
  1. #1Kimi K3.1 Pro67.2%
  2. #5Gemini 4 Argon57.1%
  3. #5Muse Wonder Full57.1%
  4. #7GPT-6.1 Sol56.1%
artificialanalysis.ai · 2026-10-13
LiveCodeBench
third-party
~#3/28~91.3%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #2Qwen3.8 Flash-Next91.9%
  3. ~#3GPT-6 AstraEstimated91.3%
  4. #3Qwen3.8 27B90.3%
estimated from related benchmarks
~#2/28~92.3%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. ~#2Muse Wonder FullEstimated92.3%
  3. #2Qwen3.8 Flash-Next91.9%
estimated from related benchmarks
SciCode
third-party
#20/11756.5%Verified
  1. #1Claude Opus 5.566.9%
  2. #19Gemini 3.8 Flash56.6%
  3. #20GPT-6 Astra56.5%
  4. #21Claude Opus 556.4%
artificialanalysis.ai · 2026-09-24
#3/11762.6%BestVerified
  1. #1Claude Opus 5.566.9%
  2. #2Claude Fable 5.163.1%
  3. #3Muse Wonder Full62.6%
  4. #4Gemini 4 Argon61.8%
artificialanalysis.ai · 2026-10-13
AA Coding Agent Index
third-party
#6/2354.7Verified
  1. #1Claude Opus 5.561.7
  2. #5GPT-6 Sol56.7
  3. #6GPT-6 Astra54.7
  4. #7GPT-6.1 Sol54.1
artificialanalysis.ai · 2026-10-24
#3/2358.9BestVerified
  1. #1Claude Opus 5.561.7
  2. #2Claude Opus 559.7
  3. #3Muse Wonder Full58.9
  4. #4Claude Fable 5.157.6
artificialanalysis.ai · 2026-10-24
Benchmarks in other categories (4)

Writing & chat benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
GPT-6 Astra
Muse Wonder Full

Vision benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
GPT-6 Astra
Muse Wonder Full
MMMU
day 0
~#2/3~71.3%Estimated
  1. #1Claude Haiku 4.573.2%
  2. ~#2GPT-6 AstraEstimated71.3%
  3. #2Llama 4 Maverick69.4%
estimated from related benchmarks
~#2/3~71.3%Estimated
  1. #1Claude Haiku 4.573.2%
  2. ~#2Muse Wonder FullEstimated71.3%
  3. #2Llama 4 Maverick69.4%
estimated from related benchmarks
MMMU-Pro
day 0
#2/8786.9%Verified
  1. #1Claude Opus 5.587.7%
  2. #2GPT-6 Astra86.9%
  3. #3GPT-6.1 Sol86.0%
artificialanalysis.ai · 2026-09-24
~#2/88~87.6%Estimated
  1. #1Claude Opus 5.587.7%
  2. ~#2Muse Wonder FullEstimated87.6%
  3. #2GPT-6 Astra86.9%
estimated from related benchmarks
CharXiv Reasoning
day 0
~#2/12~86.1%Estimated
  1. #1Gemini 3.8 Flash86.2%
  2. ~#2GPT-6 AstraEstimated86.1%
  3. #2Kimi K384.8%
estimated from related benchmarks
~#2/12~86.0%Estimated
  1. #1Gemini 3.8 Flash86.2%
  2. ~#2Muse Wonder FullEstimated86.0%
  3. #2Kimi K384.8%
estimated from related benchmarks
OmniDocBench v1.5
third-party
~#2/8~91.4%Estimated
  1. #1MiniMax-M391.6%
  2. ~#2GPT-6 AstraEstimated91.4%
  3. #2Kimi K391.1%
estimated from related benchmarks
~#2/8~91.1%Estimated
  1. #1MiniMax-M391.6%
  2. ~#2Muse Wonder FullEstimated91.1%
  3. #2Kimi K391.1%
estimated from related benchmarks
GDP.pdf (AA)
third-party
#2/4631.0%Verified
  1. #1Muse Wonder Full32.6%
  2. #2GPT-6 Astra31.0%
  3. #2GPT-6.1 Sol31.0%
artificialanalysis.ai · 2026-09-24
#1/4632.6%BestVerified
  1. #1Muse Wonder Full32.6%
  2. #2GPT-6 Astra31.0%
artificialanalysis.ai · 2026-10-13
Chartography
third-party
#1/2371.0%Verified
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
surgehq.ai · 2026-09-24
~#4/24~53.6%Estimated
  1. #1GPT-6 Astra71.0%
  2. #3GPT-6 Sol53.6%
  3. ~#4Muse Wonder FullEstimated53.6%
  4. #4Claude Haiku 5.546.4%
estimated from related benchmarks

Hard reasoning benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
GPT-6 Astra
Muse Wonder Full
GPQA Diamond
day 0
#1/19096.1%Verified
  1. #1GPT-6 Astra96.1%
  2. #2Gemini 3.8 Flash95.3%
artificialanalysis.ai · 2026-09-24
~#2/191~96.1%Estimated
  1. #1GPT-6 Astra96.1%
  2. ~#2Muse Wonder FullEstimated96.1%
  3. #2Gemini 3.8 Flash95.3%
estimated from related benchmarks
Humanity's Last Exam
day 0
#6/19754.7%BestVerified
  1. #1Claude Opus 5.561.4%
  2. #5Claude Opus 554.9%
  3. #6GPT-6 Astra54.7%
  4. #7Muse Wonder Full53.6%
artificialanalysis.ai · 2026-09-24
#7/19753.6%Verified
  1. #1Claude Opus 5.561.4%
  2. #6GPT-6 Astra54.7%
  3. #7Muse Wonder Full53.6%
  4. #8GPT-6.1 Sol52.9%
artificialanalysis.ai · 2026-10-13
AIME (latest)
day 0
~#2/33~99.4%Estimated
  1. #1GLM-5.3 NVFP499.5%
  2. ~#2GPT-6 AstraEstimated99.4%
  3. #2Beam 1.0 501B A23B97.7%
estimated from related benchmarks
~#2/33~99.1%Estimated
  1. #1GLM-5.3 NVFP499.5%
  2. ~#2Muse Wonder FullEstimated99.1%
  3. #2Beam 1.0 501B A23B97.7%
estimated from related benchmarks
AA Intelligence Index
third-party
#6/10052.7Verified
  1. #1Claude Opus 5.557.6
  2. #5Claude Fable 5.153.4
  3. #6GPT-6 Astra52.7
  4. #7Gemini 4 Argon52.6
artificialanalysis.ai · 2026-09-24
#3/10055.8BestVerified
  1. #1Claude Opus 5.557.6
  2. #2Claude Sonnet 5.556.0
  3. #3Muse Wonder Full55.8
  4. #4Kimi K3.1 Pro55.1
artificialanalysis.ai · 2026-10-13

Agents benchmarks

Rank among models with a published score, and the leaderboard around each model. ~ italic = no published score, estimated from related benchmarks.

Metric
GPT-6 Astra
Muse Wonder Full
τ²-bench (Telecom)
day 0
~#3/120~98.2%Estimated
  1. #1Step 3.7 Flash98.5%
  2. #2DeepSeek-V4-Pro-0813-nvfp4-DSpark98.3%
  3. ~#3GPT-6 AstraEstimated98.2%
  4. #3Gemini 3.1 Pro95.6%
estimated from related benchmarks
~#2/120~98.3%Estimated
  1. #1Step 3.7 Flash98.5%
  2. ~#2Muse Wonder FullEstimated98.3%
  3. #2DeepSeek-V4-Pro-0813-nvfp4-DSpark98.3%
estimated from related benchmarks
OSWorld-Verified
day 0
~#3/15~83.6%Estimated
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. ~#3GPT-6 AstraEstimated83.6%
  4. #3Nex-N2.5-Pro82.2%
estimated from related benchmarks
~#2/15~84.5%Estimated
  1. #1Kimi K384.8%
  2. ~#2Muse Wonder FullEstimated84.5%
  3. #2Qwen3.8 27B84.3%
estimated from related benchmarks
OSWorld 2.0
day 0
~#3/5~55.3%Estimated
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. ~#3GPT-6 AstraEstimated55.3%
  4. #3GPT-5.6 Terra50.2%
estimated from related benchmarks
~#2/5~58.6%Estimated
  1. #1GLM-5.3 Flash59.1%
  2. ~#2Muse Wonder FullEstimated58.6%
  3. #2Kimi K358.3%
estimated from related benchmarks
BrowseComp
day 0
#2/2191.5%Lab-reported
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #3Kimi K391.2%
openai.com · 2026-09-03
~#2/22~92.2%Estimated
  1. #1Atria Dawn Preview92.5%
  2. ~#2Muse Wonder FullEstimated92.2%
  3. #2GPT-6 Astra91.5%
estimated from related benchmarks
GDPval-AA (Elo)
third-party
#18/901574Verified
  1. #1Claude Opus 5.51866
  2. #17Step 5 Preview1584
  3. #18GPT-6 Astra1574
  4. #19Kimi K31533
artificialanalysis.ai · 2026-10-10
#2/901857BestVerified
  1. #1Claude Opus 5.51866
  2. #2Muse Wonder Full1857
  3. #3Muse Wonder1770
artificialanalysis.ai · 2026-10-13
AutomationBench-AA
third-party
#4/8368.5%Verified
  1. #1Muse Wonder Full71.3%
  2. #3DeepSeek V4.1 Flash68.9%
  3. #4GPT-6 Astra68.5%
  4. #5Muse Wonder68.1%
artificialanalysis.ai · 2026-09-24
#1/8371.3%BestVerified
  1. #1Muse Wonder Full71.3%
  2. #2Claude Opus 5.569.5%
artificialanalysis.ai · 2026-10-13
τ-Bench Banking (AA)
third-party
#13/9041.4%Verified
  1. #1Muse Spark 1.350.5%
  2. #12Claude Opus 542.1%
  3. #13GPT-6 Astra41.4%
  4. #14GPT-5.6 Terra40.2%
artificialanalysis.ai · 2026-09-24
~#3/91~50.0%Estimated
  1. #1Muse Spark 1.350.5%
  2. #2GLM-5.350.3%
  3. ~#3Muse Wonder FullEstimated50.0%
  4. #3Qwen3.8 2.4T A95B49.1%
estimated from related benchmarks
Not comparable across labs (1)
OSWorld 2.0 (offline set v2026.08.08)
day 0
#1/472.6%Lab-reported
  1. #1GPT-6 Astra72.6%
  2. #2GPT-6.1 Sol71.4%
openai.com · 2026-09-03
—