Claude Haiku 4.5 vs Sarvam 105B

Side-by-side benchmark comparison across agentic, coding, multimodal, knowledge, reasoning, and math workflows.

Agentic
Coding
Multimodal & Grounded
Reasoning
Knowledge
Instruction Following
Multilingual
Mathematics

Claude Haiku 4.5· Sarvam 105B

Quick Verdict

Pick Claude Haiku 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 Haiku 4.5 has the cleaner overall profile here, landing at 63 versus 60. It is a real lead, but still close enough that category-level strengths matter more than the headline number.

Claude Haiku 4.5's sharpest advantage is in coding, where it averages 48.5 against 45. The single biggest benchmark swing on the page is SWE-bench Verified, 73.3% 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 Haiku 4.5 is also the more expensive model on tokens at $0.80 input / $4.00 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 Haiku 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 Haiku 4.5 gives you the larger context window at 200K, compared with 128K for Sarvam 105B.

Operational tradeoffs

Price$0.80 / $4.00Free*
SpeedN/AN/A
TTFTN/AN/A
Context200K128K

Decision framing

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.

BenchmarkClaude Haiku 4.5Sarvam 105B
AgenticClaude Haiku 4.5 wins
Terminal-Bench 2.041%
BrowseComp62%49.5%
OSWorld-Verified57%
CodingClaude Haiku 4.5 wins
HumanEval60%
SWE-bench Verified73.3%45%
LiveCodeBench36%
SWE-bench Pro46%
FLTEval23%
LiveCodeBench v671.7%
Multimodal & Grounded
MMMU-Pro82%
OfficeQA Pro74%
Reasoning
MuSR63%
BBH81%
LongBench v272%
MRCRv270%
gpqaDiamond78.7%
hle11.2%
KnowledgeSarvam 105B wins
MMLU68%90.6%
GPQA67%
SuperGPQA65%
MMLU-Pro73%81.7%
HLE11%
FrontierScience64%
SimpleQA65%
Instruction FollowingClaude Haiku 4.5 wins
IFEval86%84.8%
Multilingual
MGSM82%
MMLU-ProX79%
MathematicsSarvam 105B wins
AIME 202368%
AIME 202470%
AIME 202569%88.3%
HMMT Feb 202364%
HMMT Feb 202466%
HMMT Feb 202565%
BRUMO 202567%
MATH-50081%98.6%
HMMT Feb 202585.8%
HMMT Nov 202585.8%
Frequently Asked Questions (6)

Which is better, Claude Haiku 4.5 or Sarvam 105B?

Claude Haiku 4.5 is ahead overall, 63 to 60. The biggest single separator in this matchup is SWE-bench Verified, where the scores are 73.3% and 45%.

Which is better for knowledge tasks, Claude Haiku 4.5 or Sarvam 105B?

Sarvam 105B has the edge for knowledge tasks in this comparison, averaging 81.7 versus 54.4. Inside this category, MMLU is the benchmark that creates the most daylight between them.

Which is better for coding, Claude Haiku 4.5 or Sarvam 105B?

Claude Haiku 4.5 has the edge for coding in this comparison, averaging 48.5 versus 45. Inside this category, SWE-bench Verified is the benchmark that creates the most daylight between them.

Which is better for math, Claude Haiku 4.5 or Sarvam 105B?

Sarvam 105B has the edge for math in this comparison, averaging 92.3 versus 71.3. Inside this category, AIME 2025 is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Claude Haiku 4.5 or Sarvam 105B?

Claude Haiku 4.5 has the edge for agentic tasks in this comparison, averaging 51.9 versus 49.5. Inside this category, BrowseComp is the benchmark that creates the most daylight between them.

Which is better for instruction following, Claude Haiku 4.5 or Sarvam 105B?

Claude Haiku 4.5 has the edge for instruction following in this comparison, averaging 86 versus 84.8. Inside this category, IFEval is the benchmark that creates the most daylight between them.

Last updated: April 3, 2026

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