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Kimi K3.1 Pro vs Sarvam-105B

Kimi K3.1 Pro leads the LLM Stats Score 55.5 to 24.9.

Moonshot AI · Sarvam AI · Updated for 2026

Which is better?

Kimi K3.1 Pro leads the overall LLM Stats Score 55.5 to 24.9, ranking #5 overall.

In the 3 individual benchmarks reported for both models, Kimi K3.1 Pro wins 3; this is a narrower head-to-head signal than the composite indexes.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Kimi K3.1 Pro

  • overall performance matters — it scores 55.5 and ranks #5 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 3 of 3 exact shared results
  • you want the most recent training data — it shipped Oct 2026

Choose Sarvam-105B

  • you need open weights you can self-host or fine-tune

At a glance

The differences that matter most.

Core performance indexes
55.5
#5
24.9
#191
54.3
#6
25.4
#182
42.7
#9
-2.2
#282
41.6
#5
4.4
#186
Cost, coverage & limits
Benchmark wins
3 of 3
0 of 3
Input price
$2.00 / M
— / M
Output price
$10.00 / M
— / M
Context window
1,048,576
—

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Kimi K3.1 Pro
Sarvam-105B
38.6#26
28.9#97
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

30 reported for Kimi K3.1 Pro · 14 for Sarvam-105B

3 shared

Kimi K3.1 Pro outperforms in 3 benchmarks (BrowseComp, GPQA, Humanity's Last Exam), while Sarvam-105B is better at 0 benchmarks.

Kimi K3.1 Pro significantly outperforms across most benchmarks.

Sat Oct 31 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Kimi K3.1 Pro specifies input context (1,048,576 tokens). Only Kimi K3.1 Pro specifies output context (1,048,576 tokens).

Moonshot AI
Kimi K3.1 Pro
Input1,048,576 tokens
Output1,048,576 tokens
Sarvam AI
Sarvam-105B
Input- tokens
Output- tokens
Sat Oct 31 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Kimi K3.1 Pro supports multimodal inputs, whereas Sarvam-105B does not.

Kimi K3.1 Pro can handle both text and other forms of data like images, making it suitable for multimodal applications.

Kimi K3.1 Pro

Text
Images
Audio
Video

Sarvam-105B

Text
Images
Audio
Video

Release Timeline

When each model was launched

Kimi K3.1 Pro was released on 2026-10-23, while Sarvam-105B was released on 2026-03-06.

Kimi K3.1 Pro is 8 months newer than Sarvam-105B.

Kimi K3.1 Pro

Oct 23, 2026

1 weeks ago

7mo newer
Sarvam-105B

Mar 6, 2026

7 months ago

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Kimi K3.1 Pro and Sarvam-105B side-by-side, then vote on the output you prefer.

Kimi K3.1 Pro
✓ Preferred
Sarvam-105B
Open in Playground

FAQ

Common questions about Kimi K3.1 Pro vs Sarvam-105B.

Which is better, Kimi K3.1 Pro or Sarvam-105B?

Kimi K3.1 Pro leads the LLM Stats Score 55.5 to 24.9. Kimi K3.1 Pro is made by Moonshot AI and Sarvam-105B is made by Sarvam AI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Kimi K3.1 Pro compare to Sarvam-105B in benchmarks?

Kimi K3.1 Pro scores BabyVision: 95.4%, GPQA: 94.2%, BenchCAD (with Python tool): 92.7%, BrowseComp: 92.1%, Chartography: 90.2%. Sarvam-105B scores MATH-500: 98.6%, AIME 2025: 96.7%, MMLU: 90.6%, HMMT 2025: 85.8%, HMMT25: 85.8%.

What are the context window sizes for Kimi K3.1 Pro and Sarvam-105B?

Kimi K3.1 Pro supports 1.0M tokens and Sarvam-105B supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Kimi K3.1 Pro and Sarvam-105B?

Key differences include LLM Stats Score (55.5 vs 24.9), multimodal support (yes vs no), licensing (Unknown vs Apache 2.0). See the full comparison above for benchmark-by-benchmark results.

Who makes Kimi K3.1 Pro and Sarvam-105B?

Kimi K3.1 Pro is developed by Moonshot AI and Sarvam-105B is developed by Sarvam AI.