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Model comparison

Claude Opus 5 vs DeepSeek V4 Flash

Data verified

Head-to-head evidence from 5 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

Anthropic
85.88/100
Margin
27.8pts
← winning
58.03/100
3 category wins0 category wins

Public leaderboard positions: Claude Opus 5 #1 (Estimated); DeepSeek V4 Flash #67 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Claude Opus 5 and DeepSeek V4 Flash share 5 comparable benchmark results. 3 of 8 categories are comparable. 74 results are unique to Claude Opus 5; 17 to DeepSeek V4 Flash.

Updated July 24, 2026
Shared results
5
Claude Opus 5 only
74
DeepSeek V4 Flash only
17
Comparable categories
3 / 8

Pick Claude Opus 5 if you want the stronger benchmark profile. DeepSeek V4 Flash only becomes the better choice if you want the cheaper token bill or you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 5 shared benchmark results across 3 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Claude Opus 5 is clearly ahead on the BenchAlign aggregate, 85.88 to 58.03. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Claude Opus 5's sharpest advantage is in agentic, where it averages 90.8 against 49.1. The single biggest benchmark swing on the page is HLE, 64.7% to 8.1%.

Claude Opus 5 is also the more expensive model on tokens at $5.00 input / $25.00 output per 1M tokens, versus $0.14 input / $0.28 output per 1M tokens for DeepSeek V4 Flash. That is roughly 89.3x on output cost alone. Claude Opus 5 is the reasoning model in the pair, while DeepSeek V4 Flash 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.

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 Opus 5 and DeepSeek V4 Flash
CategoryClaude Opus 5ΔDeepSeek V4 Flash
AgenticClaude Opus 590.8Margin 41.7DeepSeek V4 Flash49.1
KnowledgeClaude Opus 564.7Margin 25.9DeepSeek V4 Flash38.8
CodingClaude Opus 589.5Margin 25.3DeepSeek V4 Flash64.2
ReasoningClaude Opus 590.4MarginNo overlapDeepSeek V4 FlashNot measured
MathClaude Opus 5Not measuredMarginNo overlapDeepSeek V4 Flash40.8
MultimodalClaude Opus 566.9MarginNo overlapDeepSeek V4 FlashNot measured

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · Claude Opus 5B · DeepSeek V4 Flash
  1. HLE

    Knowledge
    Source ↗
    A 64.7%B 8.1%
    Winner: Claude Opus 5Δ 56.6
    HLE: Claude Opus 5 scored 64.7%; DeepSeek V4 Flash scored 8.1%. Claude Opus 5 wins this benchmark.
  2. SWE-bench Pro

    Coding
    Source ↗
    A 79.2%B 49.1%
    Winner: Claude Opus 5Δ 30.1
    SWE-bench Pro: Claude Opus 5 scored 79.2%; DeepSeek V4 Flash scored 49.1%. Claude Opus 5 wins this benchmark.
  3. SWE-bench Verified

    Coding
    Source ↗
    A 96%B 73.7%
    Winner: Claude Opus 5Δ 22.3
    SWE-bench Verified: Claude Opus 5 scored 96%; DeepSeek V4 Flash scored 73.7%. Claude Opus 5 wins this benchmark.

Operational comparison

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

MetricClaude Opus 5DeepSeek V4 FlashComparison
Input / output priceUSD per 1M tokensClaude Opus 5$5 input / $25 outputDeepSeek V4 Flash$0.14 input / $0.28 outputDeepSeek V4 Flash has the lower combined listed price.
Generation speedtokens per secondClaude Opus 5Not availableDeepSeek V4 FlashNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenClaude Opus 5Not availableDeepSeek V4 FlashNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensClaude Opus 5Not availableDeepSeek V4 Flash1MA complete context comparison is not available.

Benchmark Deep Dive

AgenticClaude Opus 5 wins
BenchmarkClaude Opus 5DeepSeek V4 FlashResult
FrontierBench v0.1Source 43.3%Not comparable
BrowseCompSource 90.8%Not comparable
HLE w/ toolsSource 64.7%Not comparable
DeepSearchQASource 95.0%Not comparable
DRACOSource 88.6%Not comparable
BrowseComp (10-agent, prerelease)Source 93.6%Not comparable
OSWorld 2.0Source 70.6%Not comparable
MCP AtlasSource 85.8%64%Claude Opus 5 leads
MCP-Atlas claim coverageSource 89.1%Not comparable
LAB all-pass (Anthropic harness)Source 23.58%Not comparable
LAB criterion-pass (Anthropic harness)Source 93.74%Not comparable
LAB all-pass (Harvey held-out)Source 11.7%Not comparable
LAB criterion-pass (Harvey held-out)Source 94.1%Not comparable
GDPval-AASource 1861Not comparable
Toolathlon-VerifiedSource 80.6%Not comparable
Toolathlon Verified Pass@3Source 87.0%Not comparable
Toolathlon Verified Pass³Source 73.1%Not comparable
Toolathlon Verified avg. turnsSource 23.5 turnsNot comparable
AutomationBenchSource 26.0%Not comparable
AA Agentic IndexSource 55.3%Not comparable
GDPval-AASource 68.0%Not comparable
AA Tau3 BankingSource 30.3%Not comparable
AA BriefcaseSource 1720Not comparable
aaTerminalBench21Source 89.1%Not comparable
Terminal-Bench 2.0Source 49.1%Not comparable
ToolathlonSource 40.7%Not comparable
Claw-EvalSource 57.8%Not comparable
Gert LabsSource 54.35%Not comparable
CodingClaude Opus 5 wins
BenchmarkClaude Opus 5DeepSeek V4 FlashResult
SWE-bench VerifiedSource 96%73.7%Claude Opus 5 leads
SWE-bench ProSource 79.2%49.1%Claude Opus 5 leads
SWE MultilingualSource 89.5%69.7%Claude Opus 5 leads
SWE MultimodalSource 59.4%Not comparable
deepSweSource 68.8%Not comparable
FrontierCode 1.1 MainSource 53.4%Not comparable
FrontierCode 1.1 ExtendedSource 63.6%Not comparable
ProgramBench (episode 1)Source 83.0%Not comparable
ProgramBenchSource 93.0%Not comparable
cursorBench32Source 70.0%Not comparable
AA Coding IndexSource 78.0%Not comparable
AA-SciCodeSource 55.7%Not comparable
Terminal-Bench 2.0Source 49.1%Not comparable
Reasoning
BenchmarkClaude Opus 5DeepSeek V4 FlashResult
ARC-AGI-1Source 97.50%Not comparable
ARC-AGI-2Source 90.4%Not comparable
ARC-AGI-3Source 30.2%Not comparable
AA-LCRSource 70.0%Not comparable
CritPtSource 29.1%Not comparable
MRCR 1MSource 37.5%Not comparable
CorpusQA 1MSource 15.5%Not comparable
KnowledgeClaude Opus 5 wins
BenchmarkClaude Opus 5DeepSeek V4 FlashResult
HLESource 64.7%8.1%Claude Opus 5 leads
HLE w/o toolsSource 56.3%Not comparable
HealthBench (raw)Source 67.1%Not comparable
HealthBench (length-adjusted)Source 57.8%Not comparable
HealthBench ProfessionalSource 59.8%Not comparable
HealthBench Professional (raw)Source 73.4%Not comparable
BioMysteryBench (human-solvable)Source 90.1%Not comparable
BioMysteryBench (human-difficult)Source 49.4%Not comparable
SpatialBench VerifiedSource 72.5%Not comparable
SingleCellBenchSource 60.6%Not comparable
ProteinGym HardSource 47.7%Not comparable
Protein DesignSource 42.5%Not comparable
Organic chemistry V2Source 61.6%Not comparable
Protocols (troubleshooting)Source 61.1%Not comparable
Protocols (understanding)Source 78.4%Not comparable
Artificial Analysis Intelligence IndexSource 60.7%Not comparable
AA-GPQA DiamondSource 93.2%Not comparable
AA-HLESource 52.6%Not comparable
AA-Omniscience IndexSource 31.3%Not comparable
AA-Omniscience AccuracySource 54.2%Not comparable
AA-Omniscience Hallucination RateSource 50.1%Not comparable
MMLU-ProSource 83%Not comparable
SimpleQASource 23.1%Not comparable
Chinese-SimpleQASource 71.5%Not comparable
GPQASource 71.2%Not comparable
GPQA-DSource 71.2%Not comparable
Math
BenchmarkClaude Opus 5DeepSeek V4 FlashResult
IMO 2026Source 42/42Not comparable
RiemannBench (no tools)Source 60.0%Not comparable
RiemannBench (tools)Source 79.0%Not comparable
ArXivMath Jun. 2026 (no tools)Source 90.8%Not comparable
ArXivMath Jun. 2026 (tools)Source 91.3%Not comparable
HMMT Feb 2026Source 40.8%Not comparable
IMOAnswerBenchSource 41.9%Not comparable
ApexSource 1.0%Not comparable
Apex ShortlistSource 9.3%Not comparable
Multilingual
BenchmarkClaude Opus 5DeepSeek V4 FlashResult
GMMLUSource 92.5%Not comparable
MILUSource 92.1%Not comparable
INCLUDESource 89.8%Not comparable
Multimodal
BenchmarkClaude Opus 5DeepSeek V4 FlashResult
Chartography (no tools)Source 29.6%Not comparable
Chartography (tools)Source 83.0%Not comparable
BenchCAD Vision2Code (no tools)Source 0.366Not comparable
BenchCAD Vision2Code (tools)Source 0.821Not comparable
GDP.pdf (no tools)Source 83.4%Not comparable
GDP.pdf (tools)Source 85.5%Not comparable
OfficeQASource 78.1%Not comparable
OfficeQA ProSource 66.9%Not comparable
AA-MMMU-ProSource 84.7%Not comparable
Design Arena WebsiteSource 1238Not comparable
Frequently Asked Questions (4)

Which is better, Claude Opus 5 or DeepSeek V4 Flash?

Claude Opus 5 is ahead on BenchLM's BenchAlign leaderboard, 85.88 to 58.03. The biggest single separator in this matchup is HLE, where the scores are 64.7% and 8.1%.

Which is better for knowledge tasks, Claude Opus 5 or DeepSeek V4 Flash?

Claude Opus 5 has the edge for knowledge tasks in this comparison, averaging 64.7 versus 38.8. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, Claude Opus 5 or DeepSeek V4 Flash?

Claude Opus 5 has the edge for coding in this comparison, averaging 89.5 versus 64.2. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Claude Opus 5 or DeepSeek V4 Flash?

Claude Opus 5 has the edge for agentic tasks in this comparison, averaging 90.8 versus 49.1. Inside this category, MCP Atlas is the benchmark that creates the most daylight between them.

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Last updated: July 24, 2026