Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.
Claude Sonnet 4.5
68
Winner · 4/8 categoriesSarvam 105B
60
1/8 categoriesClaude Sonnet 4.5· Sarvam 105B
Pick Claude Sonnet 4.5 if you want the stronger benchmark profile. Sarvam 105B only becomes the better choice if knowledge is the priority or you want the cheaper token bill.
Claude Sonnet 4.5 is clearly ahead on the aggregate, 68 to 60. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.
Claude Sonnet 4.5's sharpest advantage is in coding, where it averages 60.8 against 45. The single biggest benchmark swing on the page is SWE-bench Verified, 77.2% to 45%. Sarvam 105B does hit back in knowledge, so the answer changes if that is the part of the workload you care about most.
Claude Sonnet 4.5 is also the more expensive model on tokens at $3.00 input / $15.00 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for Sarvam 105B. That is roughly Infinityx on output cost alone. Sarvam 105B is the reasoning model in the pair, while Claude Sonnet 4.5 is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Claude Sonnet 4.5 gives you the larger context window at 200K, compared with 128K for Sarvam 105B.
BenchLM keeps the benchmark table and the operator tradeoffs on the same page so a better score does not hide a materially slower, pricier, or smaller-context model.
Runtime metrics show N/A when BenchLM does not have a sourced snapshot for that exact model. The scoring rules and freshness policy are documented on the methodology page.
| Benchmark | Claude Sonnet 4.5 | Sarvam 105B |
|---|---|---|
| AgenticClaude Sonnet 4.5 wins | ||
| Terminal-Bench 2.0 | 50% | — |
| BrowseComp | 74% | 49.5% |
| OSWorld-Verified | 61.4% | — |
| VITA-Bench | 17.0% | — |
| CodingClaude Sonnet 4.5 wins | ||
| SWE-bench Verified | 77.2% | 45% |
| LiveCodeBench | 53% | — |
| SWE-bench Pro | 60% | — |
| SWE-Rebench | 60% | — |
| LiveCodeBench v6 | — | 71.7% |
| Multimodal & Grounded | ||
| MMMU-Pro | 95% | — |
| Reasoning | ||
| LongBench v2 | 82% | — |
| MRCRv2 | 81% | — |
| ARC-AGI-2 | 13.6% | — |
| gpqaDiamond | — | 78.7% |
| hle | — | 11.2% |
| KnowledgeSarvam 105B wins | ||
| MMLU | 95% | 90.6% |
| GPQA | 83.4% | — |
| SuperGPQA | 91% | — |
| MMLU-Pro | 84% | 81.7% |
| HLE | 21% | — |
| FrontierScience | 84% | — |
| SimpleQA | 91% | — |
| Instruction FollowingClaude Sonnet 4.5 wins | ||
| IFEval | 90% | 84.8% |
| Multilingual | ||
| MGSM | 91% | — |
| MMLU-ProX | 87% | — |
| MathematicsClaude Sonnet 4.5 wins | ||
| AIME 2023 | 97% | — |
| HMMT Feb 2023 | 93% | — |
| HMMT Feb 2024 | 95% | — |
| HMMT Feb 2025 | 94% | — |
| BRUMO 2025 | 96% | — |
| MATH-500 | 88% | 98.6% |
| AIME 2025 | — | 88.3% |
| HMMT Feb 2025 | — | 85.8% |
| HMMT Nov 2025 | — | 85.8% |
Claude Sonnet 4.5 is ahead overall, 68 to 60. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 77.2% and 45%.
Sarvam 105B has the edge for knowledge tasks in this comparison, averaging 81.7 versus 71.2. Inside this category, MMLU is the benchmark that creates the most daylight between them.
Claude Sonnet 4.5 has the edge for coding in this comparison, averaging 60.8 versus 45. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.
Claude Sonnet 4.5 has the edge for math in this comparison, averaging 92.7 versus 92.3. Inside this category, MATH-500 is the benchmark that creates the most daylight between them.
Claude Sonnet 4.5 has the edge for agentic tasks in this comparison, averaging 60 versus 49.5. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.
Claude Sonnet 4.5 has the edge for instruction following in this comparison, averaging 90 versus 84.8. Inside this category, IFEval is the benchmark that creates the most daylight between them.
Get notified when new models drop, benchmark scores change, or the leaderboard shifts. One email per week.
Free. No spam. Unsubscribe anytime. We only store derived location metadata for consent routing.