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Model comparison

DeepSeek V4 Pro vs GPT-4o

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.

60.66/100
Margin
19.2pts
← winning
OpenAI
41.49/100
1 category wins0 category wins

Public leaderboard positions: DeepSeek V4 Pro #46 (Supported); GPT-4o #165 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V4 Pro and GPT-4o share 1 comparable benchmark result. 1 of 8 categories are comparable. 22 results are unique to DeepSeek V4 Pro; 12 to GPT-4o.

Updated July 23, 2026
Shared results
1
DeepSeek V4 Pro only
22
GPT-4o only
12
Comparable categories
1 / 8

Pick DeepSeek V4 Pro if you want the stronger benchmark profile. GPT-4o only becomes the better choice if its workflow or ecosystem matters more than the raw scoreboard.

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

Why this result

DeepSeek V4 Pro is clearly ahead on the BenchAlign aggregate, 60.66 to 41.49. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

DeepSeek V4 Pro's sharpest advantage is in mathematics, where it averages 31.7 against 0.3.

GPT-4o is also the more expensive model on tokens at $2.50 input / $10.00 output per 1M tokens, versus $0.43 input / $0.87 output per 1M tokens for DeepSeek V4 Pro. That is roughly 11.5x on output cost alone. DeepSeek V4 Pro gives you the larger context window at 1M, compared with 128K for GPT-4o.

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 DeepSeek V4 Pro and GPT-4o
CategoryDeepSeek V4 ProΔGPT-4o
MathDeepSeek V4 Pro31.7Margin 31.4GPT-4o0.3
AgenticDeepSeek V4 Pro59.1MarginNo overlapGPT-4oNot measured
CodingDeepSeek V4 Pro65.3MarginNo overlapGPT-4oNot measured
KnowledgeDeepSeek V4 Pro41.3MarginNo overlapGPT-4oNot measured

Operational comparison

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

MetricDeepSeek V4 ProGPT-4oComparison
Input / output priceUSD per 1M tokensDeepSeek V4 Pro$0.435 input / $0.87 outputGPT-4o$2.5 input / $10 outputDeepSeek V4 Pro has the lower combined listed price.
Generation speedtokens per secondDeepSeek V4 ProNot availableGPT-4o131 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 ProNot availableGPT-4o0.81 sA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Pro1MGPT-4o128KDeepSeek V4 Pro lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V4 ProGPT-4oResult
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
τ²-bench resultsSource 25.1%Not comparable
Coding
BenchmarkDeepSeek V4 ProGPT-4oResult
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
AA-SciCodeSource 33.3%Not comparable
Reasoning
BenchmarkDeepSeek V4 ProGPT-4oResult
MRCR 1MSource 44.7%Not comparable
CorpusQA 1MSource 35.6%Not comparable
AA-LCRSource 0.0%Not comparable
CritPtSource 0.0%Not comparable
Knowledge
BenchmarkDeepSeek V4 ProGPT-4oResult
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
Artificial Analysis Intelligence IndexSource 11.2%Not comparable
AA-GPQA DiamondSource 54.3%Not comparable
AA-HLESource 3.3%Not comparable
AA-Omniscience IndexSource -10.7%Not comparable
AA-Omniscience AccuracySource 19.7%Not comparable
AA-Omniscience Hallucination RateSource 37.9%Not comparable
MathDeepSeek V4 Pro wins
BenchmarkDeepSeek V4 ProGPT-4oResult
HMMT Feb 2026Source 31.7%Not comparable
IMOAnswerBenchSource 35.3%Not comparable
ApexSource 0.4%Not comparable
Apex ShortlistSource 9.2%Not comparable
FrontierMath v2 (Tiers 1-3)Source 0.345%Not comparable
Multimodal
BenchmarkDeepSeek V4 ProGPT-4oResult
Design Arena WebsiteSource 1264861DeepSeek V4 Pro leads
Inst. Following
BenchmarkDeepSeek V4 ProGPT-4oResult
AA-IFBenchSource 34.3%Not comparable
Frequently Asked Questions (2)

Which is better, DeepSeek V4 Pro or GPT-4o?

DeepSeek V4 Pro is ahead on BenchLM's BenchAlign leaderboard, 60.66 to 41.49.

Which is better for math, DeepSeek V4 Pro or GPT-4o?

DeepSeek V4 Pro has the edge for math in this comparison, averaging 31.7 versus 0.3. GPT-4o stays close enough that the answer can still flip depending on your workload.

Related Comparisons

Last updated: July 23, 2026

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