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Model Pareto

Qwen3.5 122B A10B

Alibaba QwenOpen weightsartificialanalysis.ai ↗
Compare with nearest rivalsCompare with…
Input
$0.40/M tok
Output
$3.20/M tok
Blended
$1.10/M tok · 3:1
Speed
129tok/s
Context
262Ktokens

Long-tail import from Artificial Analysis (2026-09-24); AA variant: Qwen3.5 122B A10B (Reasoning). Price = AA median host price.

Rankings

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
4× H100 80GB
FP8 weights
Throughput
~10,951 tok/s
many requests batched
Price
$0.11–1.03 /M tok
busy → light use
On your own machine
Mac Studio M5 Max 128GB (int4, ~86 tok/s single-stream)
single consumer GPU or Mac
Assumptions (5)
  • FP8 weights (122B params, 10B active per token) + 25% KV-cache headroom ≈ 153 GB
  • 4× H100 80GB at $2.69–$6.88/GPU-hour on-demand (2026-09-24)
  • ~10,951 output tok/s aggregate at batch 320 (bandwidth-bound); MoE compute scales with active params
  • Blended 3:1 input:output; prefill ~187,016 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
~#11 of 14 (estimated)~72.6%
  1. #1Claude Opus 596.0%
  2. #2Claude Sonnet 585.2%
  3. #10Claude Haiku 4.573.3%
  4. ~#11Qwen3.5 122B A10BEstimated72.6%
  5. #11Nemotron 3 Ultra70.7%
No published score — estimated from related benchmarks
DeepSWE v1.1Estimated
~#28 of 31 (estimated)~48.1%
  1. #1DeepSeek V4.1 Flash74.2%
  2. #2Grok 4.772.6%
  3. #27Qwen3.8 Max (0902)51.0%
  4. ~#28Qwen3.5 122B A10BEstimated48.1%
  5. #28Qwen3.8 27B42.2%
No published score — estimated from related benchmarks
LiveCodeBenchEstimated
~#8 of 20 (estimated)~66.8%
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #2Qwen3.8 Flash-Next91.9%
  3. #7gpt-oss-20b77.7%
  4. ~#8Qwen3.5 122B A10BEstimated66.8%
  5. #8Mistral Small 464.0%
No published score — estimated from related benchmarks
AA Coding Agent IndexEstimated
~last of 15 (estimated)below measured range (<41.1)
  1. #1Claude Opus 5.566.0
  2. #2Claude Fable 5.162.2
  3. #14GPT-6 Luna41.1
  4. ~#15Qwen3.5 122B A10BEstimated<41.1
No published score — estimated from related benchmarks

Writing & chat

MMMLUEstimated
~#3 of 5 (estimated)~85.4%
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. ~#3Qwen3.5 122B A10BEstimated85.4%
  4. #3Claude Haiku 4.583.0%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Verified
#36 of 531397 Elo
  1. #1Claude Opus 5.51501
  2. #2Claude Fable 5.1Few votes1496
  3. #36Mistral Large 31397
  4. #36Qwen3.5 122B A10B1397
  5. #38Claude Haiku 4.51395
lmarena.ai · 2026-09-13
LMArena Text (Elo)Verified
#36 of 531417 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #35Muse GlimmerFew votes1424
  4. #36Qwen3.5 122B A10B1417
  5. #37Claude Haiku 4.51415
lmarena.ai · 2026-09-13
EQ-Bench Creative Writing v3 (Elo)Estimated
~#17 of 26 (estimated)~1692 Elo
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
  3. #16Nemotron 3 Ultra1692
  4. ~#17Qwen3.5 122B A10BEstimated1692
  5. #17Qwen3.8 27B1671
No published score — estimated from related benchmarks

Vision

MMMUEstimated
~#2 of 3 (estimated)~71.3%
  1. #1Claude Haiku 4.573.2%
  2. ~#2Qwen3.5 122B A10BEstimated71.3%
  3. #2Llama 4 Maverick69.4%
No published score — estimated from related benchmarks
CharXiv ReasoningEstimated
~#8 of 9 (estimated)~75.5%
  1. #1Gemini 3.8 Flash86.2%
  2. #2Kimi K384.8%
  3. #7Claude Sonnet 577.0%
  4. ~#8Qwen3.5 122B A10BEstimated75.5%
  5. #8Gemini 3.5 Flash-Lite74.5%
No published score — estimated from related benchmarks
OmniDocBench v1.5Estimated
~#5 of 8 (estimated)~81.8%
  1. #1MiniMax-M391.6%
  2. #2Kimi K391.1%
  3. #4Gemini 3.1 Pro85.3%
  4. ~#5Qwen3.5 122B A10BEstimated81.8%
  5. #5Claude Haiku 4.579.6%
No published score — estimated from related benchmarks
ChartographyEstimated
~#20 of 23 (estimated)~11.4%
  1. #1GPT-6 Astra71.0%
  2. #2Claude Opus 5.566.3%
  3. #19DeepSeek V4.1 Flash11.6%
  4. ~#20Qwen3.5 122B A10BEstimated11.4%
  5. #20Gemini 3.5 Flash-Lite10.2%
No published score — estimated from related benchmarks

Hard reasoning

AIME (latest)Estimated
~#6 of 25 (estimated)~89.6%
  1. #1Inkling97.1%
  2. #2Muse Glimmer94.7%
  3. #5Xing4.0-29B-A4B90.0%
  4. ~#6Qwen3.5 122B A10BEstimated89.6%
  5. #6gpt-oss-20b89.3%
No published score — estimated from related benchmarks

Agents

OSWorld-VerifiedEstimated
~#11 of 12 (estimated)~65.0%
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. #10Muse Glimmer65.9%
  4. ~#11Qwen3.5 122B A10BEstimated65.0%
  5. #11Claude Haiku 4.550.7%
No published score — estimated from related benchmarks
OSWorld 2.0Estimated
~last of 5 (estimated)below measured range (<47.5%)
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. #4GPT-5.547.5%
  4. ~#5Qwen3.5 122B A10BEstimated<47.5%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#15 of 18 (estimated)~62.6%
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #14Inkling77.1%
  4. ~#15Qwen3.5 122B A10BEstimated62.6%
  5. #15Mistral Medium 3.548.6%
No published score — estimated from related benchmarks