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Model comparison

DeepSeek V3 vs Gemini 3.6 Flash

Data verified

Head-to-head evidence from 13 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

DeepSeek
44.97/100
No comparison
N/A
0 category wins0 category wins

Public leaderboard positions: DeepSeek V3 #147 (Supported); Gemini 3.6 Flash unranked (Not scored). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek V3 and Gemini 3.6 Flash share 13 comparable benchmark results. 0 of 8 categories are comparable. 9 results are unique to DeepSeek V3; 6 to Gemini 3.6 Flash.

Updated July 21, 2026
Shared results
13
DeepSeek V3 only
9
Gemini 3.6 Flash only
6
Comparable categories
0 / 8

Benchmark data for DeepSeek V3 and Gemini 3.6 Flash is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 13 shared benchmark results across 4 evidence categories; 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.

Gemini 3.6 Flash is priced at $1.50 input / $7.50 output per 1M tokens, versus $0.27 input / $1.10 output per 1M tokens for DeepSeek V3. Gemini 3.6 Flash has the larger context window at 1M, compared with 128K for DeepSeek V3.

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 V3 and Gemini 3.6 Flash
CategoryDeepSeek V3ΔGemini 3.6 Flash
AgenticDeepSeek V3Not measuredMarginNo overlapGemini 3.6 Flash83.0
CodingDeepSeek V338.9MarginNo overlapGemini 3.6 FlashNot measured
KnowledgeDeepSeek V372.7MarginNo overlapGemini 3.6 FlashNot measured
MathDeepSeek V31.7MarginNo overlapGemini 3.6 FlashNot measured
Inst. FollowingDeepSeek V386.1MarginNo overlapGemini 3.6 FlashNot measured

Operational comparison

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

MetricDeepSeek V3Gemini 3.6 FlashComparison
Input / output priceUSD per 1M tokensDeepSeek V3$0.27 input / $1.1 outputGemini 3.6 Flash$1.5 input / $7.5 outputDeepSeek V3 has the lower combined listed price.
Generation speedtokens per secondDeepSeek V3Not availableGemini 3.6 FlashNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V3Not availableGemini 3.6 FlashNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V3128KGemini 3.6 Flash1MGemini 3.6 Flash lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek V3Gemini 3.6 FlashResult
AA Agentic IndexSource 1.6%38.7%Gemini 3.6 Flash leads
τ²-bench resultsSource 22.8%Not comparable
GDPval-AASource 0.0%46.1%Gemini 3.6 Flash leads
GDPval-AASource 2171421Gemini 3.6 Flash leads
OSWorld-VerifiedSource 83%Not comparable
AA BriefcaseSource 961Not comparable
AA Tau3 BankingSource 24.5%Not comparable
aaTerminalBench21Source 77.5%Not comparable
Coding
BenchmarkDeepSeek V3Gemini 3.6 FlashResult
LiveCodeBenchSource 37.6%Not comparable
SWE-bench VerifiedSource 42%Not comparable
AA Coding IndexSource 23.0%69.2%Gemini 3.6 Flash leads
AA-SciCodeSource 35.4%52.7%Gemini 3.6 Flash leads
deepSweSource 49%Not comparable
Reasoning
BenchmarkDeepSeek V3Gemini 3.6 FlashResult
AA-LCRSource 29.0%69.7%Gemini 3.6 Flash leads
CritPtSource 0.0%10.6%Gemini 3.6 Flash leads
Knowledge
BenchmarkDeepSeek V3Gemini 3.6 FlashResult
GPQASource 59.1%Not comparable
MMLU-ProSource 75.9%Not comparable
Artificial Analysis Intelligence IndexSource 14.2%50.1%Gemini 3.6 Flash leads
AA-GPQA DiamondSource 55.7%92.8%Gemini 3.6 Flash leads
AA-HLESource 3.6%38.3%Gemini 3.6 Flash leads
AA-Omniscience IndexSource -41.3%23.5%Gemini 3.6 Flash leads
AA-Omniscience AccuracySource 25.4%50.2%Gemini 3.6 Flash leads
AA-Omniscience Hallucination RateSource 89.4%53.5%Gemini 3.6 Flash leads
Math
BenchmarkDeepSeek V3Gemini 3.6 FlashResult
FrontierMath v2 (Tiers 1-3)Source 1.724%Not comparable
Multimodal
BenchmarkDeepSeek V3Gemini 3.6 FlashResult
Design Arena WebsiteSource 1150Not comparable
AA-MMMU-ProSource 83.2%Not comparable
Inst. Following
BenchmarkDeepSeek V3Gemini 3.6 FlashResult
IFEvalSource 86.1%Not comparable
AA-IFBenchSource 34.8%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeek V3 and Gemini 3.6 Flash 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 DeepSeek V3 and Gemini 3.6 Flash today?

DeepSeek V3: $0.27 input / $1.10 output per 1M tokens Gemini 3.6 Flash: $1.50 input / $7.50 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

DeepSeek V3
API / mo$1,028
Self-host / mo$18,221
Break-even1.2B/day
Gemini 3.6 Flash
API / mo$6,750
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: July 21, 2026

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