Qwen3.8 27B
- Input
- $0.50/M tok
- Output
- $3.00/M tok
- Blended
- $1.125/M tok · 3:1
- Speed
- 43tok/s
- Context
- 262Ktokens
Open weights.
Rankings
Coding
Mixed#39 / 103rank by quality43.9±5.2quality / 1004/7 benchmarks measuredWriting & chat
Mixed#37 / 146rank by quality64.3±3.6quality / 1004/5 benchmarks measuredVision
Mixed#17 / 82rank by quality69.0±5.3quality / 1003/6 benchmarks measuredHard reasoning
Verified#31 / 182rank by quality69.8±3.7quality / 1003/4 benchmarks measuredAgents
Mixed#20 / 173rank by quality74.2±4.7quality / 1004/7 benchmarks measured
Self-hostingEstimated
How we estimate →What it would cost to run these open weights yourself on rented GPUs, compared with the API price above.
- Hardware
- 1× B200 180GB
- BF16 weights
- Throughput
- ~4,301 tok/s
- many requests batched
- Price
- $0.22–1.93 /M tok
- busy → light use
- On your own machine
- RTX 5090 32GB (int4, ~90 tok/s single-stream)
- single consumer GPU or Mac
Assumptions (5)
- BF16 weights (27.8B params) + 25% KV-cache headroom ≈ 70 GB
- 1× B200 180GB at $5.98–$14.24/GPU-hour on-demand (2026-09-24)
- ~4,301 output tok/s aggregate at batch 123 (bandwidth-bound)
- Blended 3:1 input:output; prefill ~19,121 tok/s
- Low = 75% utilization at the low GPU price; high = 20% at the high price
Benchmark scores
~ italic, dashed = no published score yet, estimated from related benchmarks.
Coding
SWE-bench VerifiedEstimated
~#6 of 14 (estimated)~77.8%
No published score — estimated from related benchmarks
SWE-bench Pro (Public)Estimated
~#14 of 19 (estimated)~57.7%
- #1Claude Opus 5.589.9%
- #2Claude Sonnet 5.581.3%
- #13Hy357.9%
- ~#14Qwen3.8 27BEstimated57.7%
- #14Inkling54.3%
No published score — estimated from related benchmarks
DeepSWE v1.1Lab-reported
#28 of 3042.2%
- #1DeepSeek V4.1 Flash74.2%
- #2Grok 4.772.6%
- #27Qwen3.8 Max (0902)51.0%
- #28Qwen3.8 27B42.2%
- #29Nex-N2.5-Mini36.1%
huggingface.co · 2026-08-14
Terminal-Bench 4.0Verified
#27 of 835.6%
- #1Claude Sonnet 5.563.6%
- #2Claude Opus 5.559.6%
- #26Qwen3.8 2.4T A95B11.1%
- #27Qwen3.8 27B5.6%
- #28Gemini 3.1 Pro4.0%
artificialanalysis.ai · 2026-09-24
AA Coding Agent IndexEstimated
~#14 of 15 (estimated)~41.2
- #1Claude Opus 5.566.0
- #2Claude Fable 5.162.2
- #13Gemini 3.8 Flash41.9
- ~#14Qwen3.8 27BEstimated41.2
- #14GPT-6 Luna41.1
No published score — estimated from related benchmarks
Not comparable across labs (1)
Kept for reference, not counted in rankings: these use a lab-specific task set, answer key or scoring, so scores can't be compared fairly across labs. Only published scores are shown.
Writing & chat
IFBenchLab-reported
#9 of 12579.5%
- #1MiniMax-M382.9%
- #2Qwen3.8 2.4T A95B82.8%
- #8Inkling79.8%
- #9Qwen3.8 27B79.5%
- #10Nova 2.0 Pro Preview79.0%
huggingface.co · 2026-08-14
LMArena Text, Non-English (Elo)Verified
#29 of 531429 Elo
- #1Claude Opus 5.51501
- #2Claude Fable 5.1Few votes1496
- #28Inkling1430
- #29Qwen3.8 27B1429
- #30MiniMax-M31427
lmarena.ai · 2026-09-24
#17 of 251671 Elo
eqbench.com · 2026-09-24
Vision
CharXiv ReasoningEstimated
~#5 of 9 (estimated)~80.4%
- #1Gemini 3.8 Flash86.2%
- #2Kimi K384.8%
- #4Qwen3.8-Omni-Flash83.5%
- ~#5Qwen3.8 27BEstimated80.4%
- #5Muse Glimmer78.8%
No published score — estimated from related benchmarks
GDP.pdf (AA)Verified
#17 of 4216.6%
- #1GPT-6 Astra31.0%
- #2Muse Spark 1.326.6%
- #16Grok 4.617.2%
- #17Qwen3.8 27B16.6%
- #18Qwen3.8 Flash-Next15.6%
artificialanalysis.ai · 2026-09-24
ChartographyEstimated
~#14 of 23 (estimated)~24.1%
- #1GPT-6 Astra71.0%
- #2Claude Opus 5.566.3%
- #13Gemini 3.1 Pro26.1%
- ~#14Qwen3.8 27BEstimated24.1%
- #14Grok 4.620.5%
No published score — estimated from related benchmarks
Not comparable across labs (1)
Kept for reference, not counted in rankings: these use a lab-specific task set, answer key or scoring, so scores can't be compared fairly across labs. Only published scores are shown.
Hard reasoning
GPQA DiamondVerified
#24 of 17290.5%
- #1GPT-6 Astra96.1%
- #2Gemini 3.8 Flash95.3%
- #23DeepSeek V4.1 Flash90.9%
- #24Qwen3.8 27B90.5%
- #25Qwen3.7 Plus90.0%
artificialanalysis.ai · 2026-09-24
Humanity's Last ExamVerified
#35 of 17833.9%
- #1Claude Opus 5.561.4%
- #2Claude Fable 5.159.1%
- #34Apodex 1.134.1%
- #35Qwen3.8 27B33.9%
- #36LongCat 2.033.7%
artificialanalysis.ai · 2026-09-24
AIME (latest)Estimated
~#2 of 25 (estimated)~96.7%
No published score — estimated from related benchmarks
Agents
τ²-bench (Telecom)Estimated
~#8 of 116 (estimated)~93.3%
- #1Step 3.7 Flash98.5%
- #2Gemini 3.1 Pro95.6%
- #7Qwen3.5 122B A10B93.6%
- ~#8Qwen3.8 27BEstimated93.3%
- #8Qwen3.7 Plus93.0%
No published score — estimated from related benchmarks
OSWorld 2.0Estimated
~#3 of 5 (estimated)~53.6%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#9 of 18 (estimated)~84.9%
- #1Atria Dawn Preview92.5%
- #2GPT-6 Astra91.5%
- #8Gemini 3.1 Pro85.9%
- ~#9Qwen3.8 27BEstimated84.9%
- #9Claude Sonnet 584.7%
No published score — estimated from related benchmarks
GDPval-AA (Elo)Verified
#22 of 861409 Elo
- #1Claude Opus 5.51846
- #2Claude Fable 5.11735
- #21Gemini 3.8 Flash1412
- #22Qwen3.8 27B1409
- #23GPT-6 Luna1367
artificialanalysis.ai · 2026-09-24