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Model Pareto

Ring-2.6-1T

inclusionAI (Ant Group)Open weightsartificialanalysis.ai ↗
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Input
$0.30/M tok
Output
$2.50/M tok
Blended
$0.85/M tok · 3:1
Speed
119tok/s
Context
262Ktokens

Long-tail import from Artificial Analysis (2026-09-24); AA variant: Ring-2.6-1T. 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
16× H200 141GB
FP8 weights
Throughput
~21,013 tok/s
many requests batched
Price
$0.38–3.13 /M tok
busy → light use
On your own machine
Too large
needs data-center GPUs
Assumptions (5)
  • FP8 weights (1000B params, 50B active per token) + 25% KV-cache headroom ≈ 1250 GB
  • 16× H200 141GB at $3.59–$7.91/GPU-hour on-demand (2026-09-24)
  • ~21,013 output tok/s aggregate at batch 889 (bandwidth-bound); MoE compute scales with active params
  • Blended 3:1 input:output; prefill ~127,171 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
~#10 of 14 (estimated)~74.4%
  1. #1Claude Opus 596.0%
  2. #2Claude Sonnet 585.2%
  3. #9Xing4.0-29B-A4B75.0%
  4. ~#10Ring-2.6-1TEstimated74.4%
  5. #10Claude Haiku 4.573.3%
No published score — estimated from related benchmarks
DeepSWE v1.1Estimated
~#27 of 31 (estimated)~51.3%
  1. #1DeepSeek V4.1 Flash74.2%
  2. #2Grok 4.772.6%
  3. #26Nex-N2.5-Pro55.8%
  4. ~#27Ring-2.6-1TEstimated51.3%
  5. #27Qwen3.8 Max (0902)51.0%
No published score — estimated from related benchmarks
LiveCodeBenchEstimated
~#8 of 20 (estimated)~69.2%
  1. #1Qwen3.8-Omni-Flash92.6%
  2. #2Qwen3.8 Flash-Next91.9%
  3. #7gpt-oss-20b77.7%
  4. ~#8Ring-2.6-1TEstimated69.2%
  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. ~#15Ring-2.6-1TEstimated<41.1
No published score — estimated from related benchmarks

Writing & chat

MMMLUEstimated
~last of 5 (estimated)below measured range (<81.3%)
  1. #1Gemini 3.1 Pro92.6%
  2. #2Gemma 4 31B88.4%
  3. #4gpt-oss-120b81.3%
  4. ~#5Ring-2.6-1TEstimated<81.3%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Estimated
~#41 of 54 (estimated)~1368 Elo
  1. #1Claude Opus 5.51501
  2. #2Claude Fable 5.1Few votes1496
  3. #40Qwen3 Next 80B A3B Instruct1386
  4. ~#41Ring-2.6-1TEstimated1368
  5. #41GLM-4.6VFew votes1361
No published score — estimated from related benchmarks
LMArena Text (Elo)Estimated
~#41 of 54 (estimated)~1387 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #40Qwen3 Next 80B A3B Instruct1399
  4. ~#41Ring-2.6-1TEstimated1387
  5. #41GLM-4.6VFew votes1378
No published score — estimated from related benchmarks
EQ-Bench Creative Writing v3 (Elo)Estimated
~#23 of 26 (estimated)~1403 Elo
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
  3. #22Mistral Large 31412
  4. ~#23Ring-2.6-1TEstimated1403
  5. #23Gemma 4 31B1368
No published score — estimated from related benchmarks

Hard reasoning

AIME (latest)Estimated
~#6 of 25 (estimated)~89.7%
  1. #1Inkling97.1%
  2. #2Muse Glimmer94.7%
  3. #5Xing4.0-29B-A4B90.0%
  4. ~#6Ring-2.6-1TEstimated89.7%
  5. #6gpt-oss-20b89.3%
No published score — estimated from related benchmarks

Agents

OSWorld-VerifiedEstimated
~#11 of 12 (estimated)~63.8%
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. #10Muse Glimmer65.9%
  4. ~#11Ring-2.6-1TEstimated63.8%
  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. ~#5Ring-2.6-1TEstimated<47.5%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#15 of 18 (estimated)~61.6%
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #14Inkling77.1%
  4. ~#15Ring-2.6-1TEstimated61.6%
  5. #15Mistral Medium 3.548.6%
No published score — estimated from related benchmarks