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Model comparison

Claude Sonnet 4.5 Thinking vs DeepSeek V4 Pro

Data verified

Head-to-head evidence from 1 shared benchmark result across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

No comparison
60.66/100
0 category wins0 category wins

Public leaderboard positions: Claude Sonnet 4.5 Thinking unranked (Not scored); DeepSeek V4 Pro #46 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude Sonnet 4.5 Thinking and DeepSeek V4 Pro share 1 comparable benchmark result. 0 of 8 categories are comparable. 1 result is unique to Claude Sonnet 4.5 Thinking; 22 to DeepSeek V4 Pro.

Updated July 23, 2026
Shared results
1
Claude Sonnet 4.5 Thinking only
1
DeepSeek V4 Pro only
22
Comparable categories
0 / 8

Benchmark data for Claude Sonnet 4.5 Thinking and DeepSeek V4 Pro is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 1 shared benchmark result across 1 evidence category; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

DeepSeek V4 Pro has the larger context window at 1M, compared with 200K for Claude Sonnet 4.5 Thinking.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Claude Sonnet 4.5 Thinking and DeepSeek V4 Pro
CategoryClaude Sonnet 4.5 ThinkingΔDeepSeek V4 Pro
AgenticClaude Sonnet 4.5 ThinkingNot measuredMarginNo overlapDeepSeek V4 Pro59.1
CodingClaude Sonnet 4.5 ThinkingNot measuredMarginNo overlapDeepSeek V4 Pro65.3
KnowledgeClaude Sonnet 4.5 ThinkingNot measuredMarginNo overlapDeepSeek V4 Pro41.3
MathClaude Sonnet 4.5 ThinkingNot measuredMarginNo overlapDeepSeek V4 Pro31.7

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricClaude Sonnet 4.5 ThinkingDeepSeek V4 ProComparison
Input / output priceUSD per 1M tokensClaude Sonnet 4.5 ThinkingNot availableDeepSeek V4 Pro$0.435 input / $0.87 outputA complete price comparison is not available.
Generation speedtokens per secondClaude Sonnet 4.5 ThinkingNot availableDeepSeek V4 ProNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude Sonnet 4.5 ThinkingNot availableDeepSeek V4 ProNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensClaude Sonnet 4.5 Thinking200KDeepSeek V4 Pro1MDeepSeek V4 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkClaude Sonnet 4.5 ThinkingDeepSeek V4 ProResult
Terminal-Bench 2.0Source 59.1%Not comparable
MCP AtlasSource 69.4%Not comparable
ToolathlonSource 46.3%Not comparable
Claw-EvalSource 59.8%Not comparable
Gert LabsSource 50.28%Not comparable
ResearchClawBenchSource 17.1%Not comparable
Coding
BenchmarkClaude Sonnet 4.5 ThinkingDeepSeek V4 ProResult
Vibe Code BenchSource 22.62%Not comparable
SWE-bench VerifiedSource 73.6%Not comparable
SWE-bench ProSource 52.1%Not comparable
SWE MultilingualSource 69.8%Not comparable
Terminal-Bench 2.0Source 59.1%Not comparable
Reasoning
BenchmarkClaude Sonnet 4.5 ThinkingDeepSeek V4 ProResult
MRCR 1MSource 44.7%Not comparable
CorpusQA 1MSource 35.6%Not comparable
Knowledge
BenchmarkClaude Sonnet 4.5 ThinkingDeepSeek V4 ProResult
MMLU-ProSource 82.9%Not comparable
SimpleQASource 45%Not comparable
Chinese-SimpleQASource 75.8%Not comparable
GPQASource 72.9%Not comparable
GPQA-DSource 72.9%Not comparable
HLESource 7.7%Not comparable
Math
BenchmarkClaude Sonnet 4.5 ThinkingDeepSeek V4 ProResult
HMMT Feb 2026Source 31.7%Not comparable
IMOAnswerBenchSource 35.3%Not comparable
ApexSource 0.4%Not comparable
Apex ShortlistSource 9.2%Not comparable
Multimodal
BenchmarkClaude Sonnet 4.5 ThinkingDeepSeek V4 ProResult
Design Arena WebsiteSource 12191264DeepSeek V4 Pro leads
Frequently Asked Questions (3)

Can I compare Claude Sonnet 4.5 Thinking and DeepSeek V4 Pro on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for Claude Sonnet 4.5 Thinking and DeepSeek V4 Pro today?

DeepSeek V4 Pro: $0.43 input / $0.87 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 23, 2026

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