# Kimi K2 vs Sarvam 105B

> Side-by-side benchmark comparison for Kimi K2 and Sarvam 105B across agentic, coding, multimodal, knowledge, reasoning, multilingual, and math tasks.

- Canonical page: https://benchlm.ai/compare/kimi-k2-vs-sarvam-105b
- Last updated: October 17, 2026

- Shared sourced benchmarks: 6
- HTML indexing: indexable
- Ranking lane: BenchAlign v5.8

## Quick Verdict

Kimi K2 leads by point estimate. Conditional score ranges do not establish rank confidence. Choose using the category evidence and your own workload tests.

## Summary

- Kimi K2 has the higher overall point estimate 33.48 to 31.64. Conditional score ranges do not establish rank confidence.
- The clearest category separation is in reasoning, where the averages are 62.3 for Kimi K2 and 25.9 for Sarvam 105B.
- The biggest single benchmark swing is AIME 2025 in Mathematics, with scores of 49.5% and 88.3%.
- Sarvam 105B is the cheaper option on output tokens, which matters if you expect large responses or heavy interactive use.

## Model Snapshot

| Property | Kimi K2 | Sarvam 105B |
|----------|----------|----------|
| Creator | Moonshot AI | Sarvam |
| Type | Proprietary | Open Weight |
| Reasoning | Non-Reasoning | Reasoning |
| Context | 128K | 128K |
| Overall Score | 33.48 | 31.64 |
| Benchmarks Covered | 13 | 10 |
| Pricing (input/output) | $0.60 / $2.50 | $0.00 / $0.00 |

## Category Breakdown

### Agentic

- Winner: Not comparable
- Kimi K2 public-lane score: Coming soon
- Sarvam 105B public-lane score: Coming soon

| Benchmark | Kimi K2 | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| BrowseComp | Coming soon | 49.5% | Coming soon |

### Coding

- Winner: Not comparable
- Kimi K2 public-lane score: Coming soon
- Sarvam 105B public-lane score: Coming soon

| Benchmark | Kimi K2 | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| SWE-bench Verified | 65.8% | 45% | Kimi K2 |
| LiveCodeBench v6 | 53.7% | Coming soon | Coming soon |
| SWE Multilingual | 47.3% | Coming soon | Coming soon |

### Reasoning

- Winner: Not comparable
- Kimi K2 public-lane score: 62.3 (Unranked · 2 rankable rows)
- Sarvam 105B public-lane score: 25.9 (Unranked · 3 rankable rows)

| Benchmark | Kimi K2 | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| GPQA Diamond | Coming soon | 78.7% | Coming soon |

### Knowledge

- Winner: Directional only
- Kimi K2 public-lane score: 36.1 (Estimated · #129/184)
- Sarvam 105B public-lane score: 32.5 (Supported · #143/184)

| Benchmark | Kimi K2 | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| MMLU | 89.5% | 90.6% | Sarvam 105B |
| GPQA | 75.1% | Coming soon | Coming soon |
| SuperGPQA | 57.2% | Coming soon | Coming soon |
| MMLU-Pro | 81.1% | 81.7% | Sarvam 105B |
| SimpleQA | 31% | Coming soon | Coming soon |
| HLE | 4.7% | Coming soon | Coming soon |

### Instruction Following

- Winner: Directional only
- Kimi K2 public-lane score: 48.4 (#96/148)
- Sarvam 105B public-lane score: 39.1 (#120/148)

| Benchmark | Kimi K2 | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| IFEval | 89.8% | 84.8% | Kimi K2 |

### Mathematics

- Winner: Not comparable
- Kimi K2 public-lane score: 0 (#12/12)
- Sarvam 105B public-lane score: Coming soon

| Benchmark | Kimi K2 | Sarvam 105B | Winner |
|-----------|-----------|-----------|--------|
| AIME 2024 | 69.6% | Coming soon | Coming soon |
| AIME 2025 | 49.5% | 88.3% | Sarvam 105B |
| MATH-500 | 97.4% | 98.6% | Sarvam 105B |
| HMMT Feb 2025 | Coming soon | 85.8% | Coming soon |
| HMMT Nov 2025 | Coming soon | 85.8% | Coming soon |

## FAQ

### Which is better overall, Kimi K2 or Sarvam 105B?

Kimi K2 has the higher overall point estimate. Conditional score ranges do not establish rank confidence.

### Where is the biggest gap between Kimi K2 and Sarvam 105B?

The widest category gap is in reasoning, where the averages are 62.3 for Kimi K2 and 25.9 for Sarvam 105B.

### How many benchmarks does Kimi K2 cover on BenchLM?

Kimi K2 currently has 13 sourced benchmark scores on BenchLM.

### How many benchmarks does Sarvam 105B cover on BenchLM?

Sarvam 105B currently has 10 sourced benchmark scores on BenchLM.

## Related Comparisons

- [Kimi K2 vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-kimi-k2)
- [Sarvam 105B vs Claude Opus 5.5](/compare/claude-opus-5-5-vs-sarvam-105b)
- [Kimi K2 vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-kimi-k2)
- [Sarvam 105B vs GPT-6.1 Sol](/compare/gpt-6-1-sol-vs-sarvam-105b)

## Explore More

- [Kimi K2 profile](/models/kimi-k2)
- [Sarvam 105B profile](/models/sarvam-105b)
- [Compare Pricing](/llm-pricing)
- [Alternative Finder](/tools/alternative-finder)
- [LLM Selector](/tools/llm-selector)
- [Overall Rankings](/best/overall)