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Model Pareto

Sarvam 105B

Sarvam AIOpen weightsartificialanalysis.ai ↗
Compare with nearest rivalsCompare with…
Input
$0.042/M tok
Output
$0.17/M tok
Blended
$0.074/M tok · 3:1
Speed
~99tok/sest.
Context
128Ktokens

Long-tail import from Artificial Analysis (2026-09-24); AA variant: Sarvam 105B (high). 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
2× H200 141GB
FP8 weights
Throughput
~7,856 tok/s
many requests batched
Price
$0.11–0.88 /M tok
busy → light use
On your own machine
Mac Studio M5 Max 128GB (int4, ~83 tok/s single-stream)
single consumer GPU or Mac
Assumptions (5)
  • FP8 weights (105B params, 10.3B active per token) + 25% KV-cache headroom ≈ 131 GB
  • 2× H200 141GB at $3.59–$7.91/GPU-hour on-demand (2026-09-24)
  • ~7,856 output tok/s aggregate at batch 282 (bandwidth-bound); MoE compute scales with active params
  • Blended 3:1 input:output; prefill ~90,784 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.

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. ~#5Sarvam 105BEstimated<81.3%
No published score — estimated from related benchmarks
LMArena Text, Non-English (Elo)Estimated
~#43 of 54 (estimated)~1338 Elo
  1. #1Claude Opus 5.51501
  2. #2Claude Fable 5.1Few votes1496
  3. #42Trinity Large Thinking1353
  4. ~#43Sarvam 105BEstimated1338
  5. #43gpt-oss-120b1338
No published score — estimated from related benchmarks
LMArena Text (Elo)Estimated
~#43 of 54 (estimated)~1360 Elo
  1. #1Claude Opus 5.51509
  2. #2Claude Fable 5.11501
  3. #42Trinity Large Thinking1369
  4. ~#43Sarvam 105BEstimated1360
  5. #43INTELLECT-31356
No published score — estimated from related benchmarks
EQ-Bench Creative Writing v3 (Elo)Estimated
~#22 of 26 (estimated)~1432 Elo
  1. #1GPT-6 Astra2173
  2. #2Claude Fable 5.12162
  3. #21Gemini 3.1 Pro1491
  4. ~#22Sarvam 105BEstimated1432
  5. #22Mistral Large 31412
No published score — estimated from related benchmarks

Hard reasoning

AIME (latest)Estimated
~#14 of 25 (estimated)~69.1%
  1. #1Inkling97.1%
  2. #2Muse Glimmer94.7%
  3. #13Phi-4-reasoning-plus78.0%
  4. ~#14Sarvam 105BEstimated69.1%
  5. #14Mistral Large 338.0%
No published score — estimated from related benchmarks
AA Intelligence IndexEstimated
~#52 of 75 (estimated)~14.8
  1. #1Claude Opus 5.557.6
  2. #2Claude Sonnet 5.556.0
  3. #50Qwen3.5 122B A10B15.6
  4. ~#52Sarvam 105BEstimated14.8
  5. #52Mistral Medium 3.514.2
No published score — estimated from related benchmarks

Agents

OSWorld-VerifiedEstimated
~#10 of 12 (estimated)~67.7%
  1. #1Kimi K384.8%
  2. #2Qwen3.8 27B84.3%
  3. #9Nex-N2.5-Mini71.2%
  4. ~#10Sarvam 105BEstimated67.7%
  5. #10Muse Glimmer65.9%
No published score — estimated from related benchmarks
OSWorld 2.0Estimated
~#3 of 5 (estimated)~53.8%
  1. #1GLM-5.3 Flash59.1%
  2. #2Kimi K358.3%
  3. ~#3Sarvam 105BEstimated53.8%
  4. #3GPT-5.6 Terra50.2%
No published score — estimated from related benchmarks
BrowseCompEstimated
~#17 of 18 (estimated)~43.7%
  1. #1Atria Dawn Preview92.5%
  2. #2GPT-6 Astra91.5%
  3. #16Nemotron 3 Ultra44.4%
  4. ~#17Sarvam 105BEstimated43.7%
  5. #17Mistral Small 421.3%
No published score — estimated from related benchmarks
GDPval-AA (Elo)Estimated
~#46 of 87 (estimated)~822 Elo
  1. #1Claude Opus 5.51846
  2. #2Claude Fable 5.11735
  3. #45Step 3.7 Flash845
  4. ~#46Sarvam 105BEstimated822
  5. #46Qwen3.5 122B A10B802
No published score — estimated from related benchmarks
AutomationBench-AAEstimated
~#44 of 80 (estimated)~6.3%
  1. #1Claude Opus 5.569.5%
  2. #2DeepSeek V4.1 Flash68.9%
  3. #43Muse Glimmer6.8%
  4. ~#44Sarvam 105BEstimated6.3%
  5. #44Mistral Medium 3.56.3%
No published score — estimated from related benchmarks
τ-Bench Banking (AA)Estimated
~#60 of 89 (estimated)~10.6%
  1. #1Muse Spark 1.350.5%
  2. #2GLM-5.350.3%
  3. #59Devstral Small 210.7%
  4. ~#60Sarvam 105BEstimated10.6%
  5. #60Devstral 210.5%
No published score — estimated from related benchmarks