According to BenchLM.ai, Claude 4 Sonnet ranks #67 out of 119 models on the provisional leaderboard with an overall score of 50/100. It does not yet have enough sourced coverage for BenchLM's verified leaderboard. While not a frontier model, it offers specific advantages depending on the use case.
Claude 4 Sonnet is a proprietary model with a 200K token context window. It processes queries without explicit chain-of-thought reasoning, offering faster response times and lower token usage.
This profile currently has 19 of 225 tracked benchmarks. BenchLM only exposes non-generated benchmark rows publicly, so missing categories stay blank until a sourced evaluation is available.
Its strongest category is Multimodal & Grounded (#21), while its weakest is Instruction Following (#70). This performance profile makes it particularly strong for screenshots, documents, charts, and grounded multimodal workflows.
Ranking Distribution
Category rank across 8 benchmark categories — sorted by best rank
Category Performance
Scores across all benchmark categories (0-100 scale)
Category Breakdown
Agentic
#53Coding
#51Reasoning
#48Knowledge
#58Math
#41Multilingual
#36Multimodal
#21Inst. Following
#70Chatbot Arena Performance
Benchmark Details
Only benchmark rows with an attached exact-source record are shown here. Source-unverified manual rows and generated rows are hidden from model pages.
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See how Claude 4 Sonnet stacks up against similar models
Frequently Asked Questions
How does Claude 4 Sonnet perform overall in AI benchmarks?
Claude 4 Sonnet currently ranks #67 out of 119 models on BenchLM's provisional leaderboard with an overall score of 50 (estimated). It is created by Anthropic and features a 200K context window.
Is Claude 4 Sonnet good for knowledge and understanding?
Claude 4 Sonnet ranks #58 out of 119 models in knowledge and understanding benchmarks with an average score of 50.1. There are stronger options in this category.
Is Claude 4 Sonnet good for coding and programming?
Claude 4 Sonnet ranks #51 out of 119 models in coding and programming benchmarks with an average score of 53.9. There are stronger options in this category.
Is Claude 4 Sonnet good for reasoning and logic?
Claude 4 Sonnet ranks #48 out of 119 models in reasoning and logic benchmarks with an average score of 54.3. There are stronger options in this category.
Is Claude 4 Sonnet good for agentic tool use and computer tasks?
Claude 4 Sonnet ranks #53 out of 119 models in agentic tool use and computer tasks benchmarks with an average score of 44.6. There are stronger options in this category.
Is Claude 4 Sonnet good for multimodal and grounded tasks?
Claude 4 Sonnet ranks #21 out of 119 models in multimodal and grounded tasks benchmarks with an average score of 74.7. There are stronger options in this category.
Is Claude 4 Sonnet good for instruction following?
Claude 4 Sonnet ranks #70 out of 119 models in instruction following benchmarks with an average score of 58.6. There are stronger options in this category.
Does Claude 4 Sonnet have full benchmark coverage on BenchLM?
Not yet. Claude 4 Sonnet currently has 19 published benchmark scores out of the 225 benchmarks BenchLM tracks. BenchLM only exposes non-generated public benchmark rows, so missing categories stay blank until a sourced evaluation is available.
What is the context window size of Claude 4 Sonnet?
Claude 4 Sonnet has a context window of 200K, which determines how much text it can process in a single interaction.
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