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Model Pareto

GPT-6 Astra vs GPT-6 Sol

GPT-6 Astra scores higher than GPT-6 Sol in all 5 shared categories. GPT-6 Astra costs 5× as much as GPT-6 Sol ($20.0 vs $4.00 per million tokens, blended 3:1 input:output).
GPT-6 AstraGPT-6 Sol
Focus

Coding: quality vs price

Compared models are ringed; the other 101 ranked here are greyed.

Lower price is better. Pareto frontier: Granite 4.2 3B, NVIDIA Nemotron 3 Nano 30B A3B, gpt-oss-20b, Ling-3.0-flash-VL, MiMo-V2.6-Flash, GLM-5.3 Flash, DeepSeek V4.1 Flash, MiMo-V2.6-Pro, Claude Sonnet 5.5, Claude Opus 5.5. 26 models are not plotted: Xing4.0-29B-A4B, Nex-N2.5-Pro, Atria Dawn Preview, Intern-S2-397B, Solar Open2 250B, Phi-4-reasoning-plus, Motif 3, Nex-N2-Pro, Nex-N2.5-Mini, A.X-K2, K2 Horizon 375B A23B, K-EXAONE 2.0 0803, K2 Horizon MoVA 36B A4B, Intern-S2-Preview (35B-A3B), Command A+, North Mini Code, G9v3-39A5B, Falcon-H1-34B-Instruct, Devstral 2, K2 Horizon 7B, Devstral Small 2, MiniCPM5-2B, Ling 3.0 Tiny, K2 Horizon 3.7B, K2 Horizon 0.9B, LFM2.5-2.6B.

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

Xing4.0-29B-A4B, Nex-N2.5-Pro, Atria Dawn Preview, Intern-S2-397B, Solar Open2 250B, Phi-4-reasoning-plus, Motif 3, Nex-N2-Pro, Nex-N2.5-Mini, A.X-K2, K2 Horizon 375B A23B, K-EXAONE 2.0 0803, K2 Horizon MoVA 36B A4B, Intern-S2-Preview (35B-A3B), Command A+, North Mini Code, G9v3-39A5B, Falcon-H1-34B-Instruct, Devstral 2, K2 Horizon 7B, Devstral Small 2, MiniCPM5-2B, 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
    86.2
    Rank
    #4/103
    Price
    $20.0/M tok
    Speed
    52tok/s
    In$10Out$50/M tok

    vs GPT-6 Sol: +7.5 quality · 5× price

  • GPT-6 Sol
    Quality
    78.7
    Rank
    #6/103
    Price
    $4.00/M tok
    Speed
    110tok/s
    In$2.00▾Out$10▾/M tok

    vs GPT-6 Astra: −7.5 quality · 0.2× price

Overview

Metric
GPT-6 Astra
GPT-6 Sol
Lab
OpenAI
OpenAI
Released
Sep 3, 2026
Sep 22, 2026
Weights
Proprietary
Proprietary
Input price
$/M tok
$10
$2.00Best
Output price
$/M tok
$50
$10Best
Blended price
$/M tok · 3:1 in:out
$20
$4.00Best
Output speed
tok/s
52
110Best
Context
tokens
1MBest
872K

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
GPT-6 Sol
Coding
86.2±4.5Best
#4/103Verified
78.7±4.5
#6/103Verified
Writing & chat
92.1±5.3Best
#4/146Verified
83.1±4.3
#7/146Verified
Vision
98.9±3.0Best
#1/82Verifiedbest value
86.8±4.8
#4/82Verifiedbest value
Hard reasoning
93.5±3.7Best
#4/182Verified
85.8±5.1
#8/182Verified
Agents
81.6±4.6Best
#15/173Mixed
76.0±7.8
#17/173Verified

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
GPT-6 Sol
SWE-bench Verified
day 0
~#2/14~90.0%Estimated
  1. #1Claude Opus 596.0%
  2. ~#2GPT-6 AstraEstimated90.0%
  3. #2Claude Sonnet 585.2%
estimated from related benchmarks
~#2/14~89.3%Estimated
  1. #1Claude Opus 596.0%
  2. ~#2GPT-6 SolEstimated89.3%
  3. #2Claude Sonnet 585.2%
estimated from related benchmarks
SWE-bench Pro (Public)
day 0
~#5/19~75.1%Estimated
  1. #1Claude Opus 5.589.9%
  2. #4Claude Opus 579.2%
  3. ~#5GPT-6 AstraEstimated75.1%
  4. #5Intern-S2-397B68.5%
estimated from related benchmarks
~#5/19~71.9%Estimated
  1. #1Claude Opus 5.589.9%
  2. #4Claude Opus 579.2%
  3. ~#5GPT-6 SolEstimated71.9%
  4. #5Intern-S2-397B68.5%
estimated from related benchmarks
DeepSWE v1.1
day 0
#12/3067.6%Verified
  1. #1DeepSeek V4.1 Flash74.2%
  2. #11Step 5 Preview67.7%
  3. #12GPT-6 Astra67.6%
  4. #13GPT-5.567.0%
artificialanalysis.ai · 2026-09-24
#7/3069.0%BestVerified
  1. #1DeepSeek V4.1 Flash74.2%
  2. #6GPT-5.6 Terra69.6%
  3. #7GPT-6 Sol69.0%
  4. #8Claude Opus 5.568.4%
artificialanalysis.ai · 2026-09-24
Terminal-Bench 4.0
day 0
#3/8359.1%BestVerified
  1. #1Claude Sonnet 5.563.6%
  2. #2Claude Opus 5.559.6%
  3. #3GPT-6 Astra59.1%
  4. #4Claude Fable 5.152.0%
artificialanalysis.ai · 2026-09-24
#6/8343.9%Verified
  1. #1Claude Sonnet 5.563.6%
  2. #5Claude Opus 549.0%
  3. #6GPT-6 Sol43.9%
  4. #7GLM-5.341.9%
artificialanalysis.ai · 2026-09-24
LiveCodeBench
third-party
~#2/20~92.3%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. ~#2GPT-6 AstraEstimated92.3%
  3. #2Qwen3.8 Flash-Next91.9%
estimated from related benchmarks
~#2/20~92.1%Estimated
  1. #1Qwen3.8-Omni-Flash92.6%
  2. ~#2GPT-6 SolEstimated92.1%
  3. #2Qwen3.8 Flash-Next91.9%
estimated from related benchmarks
SciCode
third-party
#13/9556.5%Verified
  1. #1Claude Opus 5.566.9%
  2. #12Gemini 3.8 Flash56.6%
  3. #13GPT-6 Astra56.5%
  4. #14Claude Opus 556.4%
artificialanalysis.ai · 2026-09-24
#10/9557.6%BestVerified
  1. #1Claude Opus 5.566.9%
  2. #9Gemini 3.1 Pro58.7%
  3. #10GPT-6 Sol57.6%
  4. #11Grok 4.757.4%
artificialanalysis.ai · 2026-09-24
AA Coding Agent Index
third-party
#3/1461.6BestVerified
  1. #1Claude Opus 5.566.0
  2. #2Claude Fable 5.162.2
  3. #3GPT-6 Astra61.6
  4. #4Claude Opus 559.7
artificialanalysis.ai · 2026-09-24
#5/1456.7Verified
  1. #1Claude Opus 5.566.0
  2. #4Claude Opus 559.7
  3. #5GPT-6 Sol56.7
  4. #6Grok 4.756.3
artificialanalysis.ai · 2026-09-24
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
GPT-6 Sol
IFBench
day 0
~#3/126~81.9%Estimated
  1. #1MiniMax-M382.9%
  2. #2Qwen3.8 2.4T A95B82.8%
  3. ~#3GPT-6 AstraEstimated81.9%
  4. #3Qwen3.8-Omni-Flash81.5%
estimated from related benchmarks
~#7/126~80.7%Estimated
  1. #1MiniMax-M382.9%
  2. #6Intern-S2-Preview (35B-A3B)80.9%
  3. ~#7GPT-6 SolEstimated80.7%
  4. #7Nemotron Cascade 2 30B A3B80.4%
estimated from related benchmarks
MMMLU
day 0
~#2/5~91.4%Estimated
  1. #1Gemini 3.1 Pro92.6%
  2. ~#2GPT-6 AstraEstimated91.4%
  3. #2Gemma 4 31B88.4%
estimated from related benchmarks
~#2/5~90.4%Estimated
  1. #1Gemini 3.1 Pro92.6%
  2. ~#2GPT-6 SolEstimated90.4%
  3. #2Gemma 4 31B88.4%
estimated from related benchmarks
LMArena Text, Non-English (Elo)
third-party
#14/531460BestVerifiedFew votes
  1. #1Claude Opus 5.51501
  2. #13MiMo-V2.6-Pro1461
  3. #14GPT-6 AstraFew votes1460
  4. #15GPT-5.6 Terra1456
lmarena.ai · 2026-09-24
#16/531448Verified
  1. #1Claude Opus 5.51501
  2. #16DeepSeek V4 Pro (0813)1448
  3. #16GPT-6 Sol1448
  4. #18Claude Sonnet 51447
lmarena.ai · 2026-09-25
LMArena Text (Elo)
third-party
#10/531480BestVerifiedFew votes
  1. #1Claude Opus 5.51509
  2. #10GLM-5.31480
  3. #10GPT-6 AstraFew votes1480
  4. #10MiMo-V2.6-Pro1480
lmarena.ai · 2026-09-24
#18/531457Verified
  1. #1Claude Opus 5.51509
  2. #17Claude Sonnet 51461
  3. #18GPT-6 Sol1457
  4. #19Gemini 3.5 Flash-Lite1456
lmarena.ai · 2026-09-25
EQ-Bench Creative Writing v3 (Elo)
third-party
#1/252173BestVerified
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
eqbench.com · 2026-09-24
#4/252125Verified
  1. #1GPT-6 Astra2173
  2. #3Claude Opus 52133
  3. #4GPT-6 Sol2125
  4. #5Kimi K32082
eqbench.com · 2026-09-24

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
GPT-6 Sol
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. ~#2GPT-6 SolEstimated71.3%
  3. #2Llama 4 Maverick69.4%
estimated from related benchmarks
MMMU-Pro
day 0
#2/7686.9%BestVerified
  1. #1Claude Opus 5.587.7%
  2. #2GPT-6 Astra86.9%
  3. #3Gemini 3.8 Flash85.6%
artificialanalysis.ai · 2026-09-24
#5/7683.3%Verified
  1. #1Claude Opus 5.587.7%
  2. #4Claude Opus 584.7%
  3. #5GPT-6 Sol83.3%
  4. #6Qwen3.8 Max (0902)82.8%
artificialanalysis.ai · 2026-09-24
CharXiv Reasoning
day 0
~#2/9~86.1%Estimated
  1. #1Gemini 3.8 Flash86.2%
  2. ~#2GPT-6 AstraEstimated86.1%
  3. #2Kimi K384.8%
estimated from related benchmarks
~#2/9~85.0%Estimated
  1. #1Gemini 3.8 Flash86.2%
  2. ~#2GPT-6 SolEstimated85.0%
  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
~#4/8~90.8%Estimated
  1. #1MiniMax-M391.6%
  2. #2Qwen3.8 27B91.1%
  3. ~#4GPT-6 SolEstimated90.8%
  4. #4Gemini 3.1 Pro85.3%
estimated from related benchmarks
GDP.pdf (AA)
third-party
#1/4231.0%BestVerified
  1. #1GPT-6 Astra31.0%
  2. #2Muse Spark 1.326.6%
artificialanalysis.ai · 2026-09-24
#5/4224.8%Verified
  1. #1GPT-6 Astra31.0%
  2. #3Claude Opus 5.526.2%
  3. #5GPT-6 Sol24.8%
  4. #6GPT-5.6 Terra24.0%
artificialanalysis.ai · 2026-09-24
Chartography
third-party
#1/2271.0%BestVerified
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
surgehq.ai · 2026-09-24
#3/2253.6%Verified
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #3GPT-6 Sol53.6%
  4. #4Claude Fable 5.146.2%
surgehq.ai · 2026-09-24

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
GPT-6 Sol
GPQA Diamond
day 0
#1/17296.1%Verified
  1. #1GPT-6 Astra96.1%
  2. #2Gemini 3.8 Flash95.3%
artificialanalysis.ai · 2026-09-24
~#3/173~94.7%Estimated
  1. #1GPT-6 Astra96.1%
  2. #2Gemini 3.8 Flash95.3%
  3. ~#3GPT-6 SolEstimated94.7%
  4. #3Gemini 3.1 Pro94.1%
estimated from related benchmarks
Humanity's Last Exam
day 0
#5/17854.7%BestVerified
  1. #1Claude Opus 5.561.4%
  2. #4Claude Opus 554.9%
  3. #5GPT-6 Astra54.7%
  4. #6MiMo-V2.6-Pro49.4%
artificialanalysis.ai · 2026-09-24
#8/17847.9%Verified
  1. #1Claude Opus 5.561.4%
  2. #7Muse Spark 1.348.7%
  3. #8GPT-6 Sol47.9%
  4. #9Gemini 3.8 Flash47.8%
artificialanalysis.ai · 2026-09-24
AIME (latest)
day 0
~#2/25~96.9%Estimated
  1. #1Inkling97.1%
  2. ~#2GPT-6 AstraEstimated96.9%
  3. #2Muse Glimmer94.7%
estimated from related benchmarks
~#2/25~96.5%Estimated
  1. #1Inkling97.1%
  2. ~#2GPT-6 SolEstimated96.5%
  3. #2Muse Glimmer94.7%
estimated from related benchmarks
AA Intelligence Index
third-party
#4/7452.7BestVerified
  1. #1Claude Opus 5.557.6
  2. #3Claude Fable 5.153.4
  3. #4GPT-6 Astra52.7
  4. #5Claude Opus 550.8
artificialanalysis.ai · 2026-09-24
#7/7447.5Verified
  1. #1Claude Opus 5.557.6
  2. #6Muse Spark 1.348.1
  3. #7GPT-6 Sol47.5
  4. #8Grok 4.746.4
artificialanalysis.ai · 2026-09-24

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
GPT-6 Sol
τ²-bench (Telecom)
day 0
~#2/116~98.3%Estimated
  1. #1Step 3.7 Flash98.5%
  2. ~#2GPT-6 AstraEstimated98.3%
  3. #2Gemini 3.1 Pro95.6%
estimated from related benchmarks
~#2/116~98.2%Estimated
  1. #1Step 3.7 Flash98.5%
  2. ~#2GPT-6 SolEstimated98.2%
  3. #2Gemini 3.1 Pro95.6%
estimated from related benchmarks
OSWorld-Verified
day 0
~#3/12~83.4%Estimated
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. ~#3GPT-6 AstraEstimated83.4%
  4. #3Nex-N2.5-Pro82.2%
estimated from related benchmarks
~#3/12~82.8%Estimated
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. ~#3GPT-6 SolEstimated82.8%
  4. #3Nex-N2.5-Pro82.2%
estimated from related benchmarks
OSWorld 2.0
day 0
~#3/5~55.0%Estimated
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. ~#3GPT-6 AstraEstimated55.0%
  4. #3GPT-5.6 Terra50.2%
estimated from related benchmarks
~#3/5~54.2%Estimated
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. ~#3GPT-6 SolEstimated54.2%
  4. #3GPT-5.6 Terra50.2%
estimated from related benchmarks
BrowseComp
day 0
#2/1791.5%Lab-reported
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #3Kimi K391.2%
openai.com · 2026-09-03
~#7/18~88.6%Estimated
  1. #1Atria Dawn Preview92.5%
  2. #6Step 5 Preview88.7%
  3. ~#7GPT-6 SolEstimated88.6%
  4. #7GPT-5.6 Terra87.5%
estimated from related benchmarks
GDPval-AA (Elo)
third-party
#15/861542BestVerified
  1. #1Claude Opus 5.51846
  2. #14Step 5 Preview1566
  3. #15GPT-6 Astra1542
  4. #16Kimi K31524
artificialanalysis.ai · 2026-09-24
#17/861487Verified
  1. #1Claude Opus 5.51846
  2. #16Kimi K31524
  3. #17GPT-6 Sol1487
  4. #18Claude Sonnet 51449
artificialanalysis.ai · 2026-09-24
AutomationBench-AA
third-party
#3/7968.5%BestVerified
  1. #1Claude Opus 5.569.5%
  2. #2DeepSeek V4.1 Flash68.9%
  3. #3GPT-6 Astra68.5%
  4. #4Grok 4.667.0%
artificialanalysis.ai · 2026-09-24
#7/7961.6%Verified
  1. #1Claude Opus 5.569.5%
  2. #6GLM-5.362.2%
  3. #7GPT-6 Sol61.6%
  4. #8GLM-5.3 Flash60.4%
artificialanalysis.ai · 2026-09-24
τ-Bench Banking (AA)
third-party
#13/8841.4%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
~#16/89~39.5%Estimated
  1. #1Muse Spark 1.350.5%
  2. #15DeepSeek V4 Pro (0813)39.6%
  3. ~#16GPT-6 SolEstimated39.5%
  4. #16GPT-5.539.0%
estimated from related benchmarks
Not comparable across labs (1)
OSWorld 2.0 (offline set v2026.08.08)
day 0
#1/372.6%BestLab-reported
  1. #1GPT-6 Astra72.6%
  2. #2GPT-6 Sol64.4%
openai.com · 2026-09-03
#2/364.4%Lab-reported
  1. #1GPT-6 Astra72.6%
  2. #2GPT-6 Sol64.4%
  3. #3GPT-6 Luna52.7%
openai.com · 2026-09-22