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Model comparison

DeepSeek-R1 vs Gemini 3 Pro Deep Think

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.

DeepSeek
51.67/100
Margin
9.6pts
winning →
61.31/100
0 category wins0 category wins

Public leaderboard positions: DeepSeek-R1 #103 (Supported); Gemini 3 Pro Deep Think #41 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek-R1 and Gemini 3 Pro Deep Think share 1 comparable benchmark result. 0 of 8 categories are comparable. 10 results are unique to DeepSeek-R1; 1 to Gemini 3 Pro Deep Think.

Updated July 20, 2026
Shared results
1
DeepSeek-R1 only
10
Gemini 3 Pro Deep Think only
1
Comparable categories
0 / 8

Benchmark data for DeepSeek-R1 and Gemini 3 Pro Deep Think 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.

Gemini 3 Pro Deep Think has the larger context window at 2M, compared with 128K for DeepSeek-R1.

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-R1 and Gemini 3 Pro Deep Think
CategoryDeepSeek-R1ΔGemini 3 Pro Deep Think
ReasoningDeepSeek-R1Not measuredMarginNo overlapGemini 3 Pro Deep Think45.1

Operational comparison

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

MetricDeepSeek-R1Gemini 3 Pro Deep ThinkComparison
Input / output priceUSD per 1M tokensDeepSeek-R1$0.55 input / $2.19 outputGemini 3 Pro Deep ThinkNot availableA complete price comparison is not available.
Generation speedtokens per secondDeepSeek-R1Not availableGemini 3 Pro Deep ThinkNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek-R1Not availableGemini 3 Pro Deep ThinkNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek-R1128KGemini 3 Pro Deep Think2MGemini 3 Pro Deep Think lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek-R1Gemini 3 Pro Deep ThinkResult
τ²-bench resultsSource 36.5%Not comparable
Coding
BenchmarkDeepSeek-R1Gemini 3 Pro Deep ThinkResult
AA-SciCodeSource 40.3%Not comparable
Reasoning
BenchmarkDeepSeek-R1Gemini 3 Pro Deep ThinkResult
AA-LCRSource 54.7%Not comparable
CritPtSource 1.4%25.7%Gemini 3 Pro Deep Think leads
ARC-AGI-2Source 45.1%Not comparable
Knowledge
BenchmarkDeepSeek-R1Gemini 3 Pro Deep ThinkResult
Artificial Analysis Intelligence IndexSource 20.1%Not comparable
AA-GPQA DiamondSource 81.3%Not comparable
AA-HLESource 14.9%Not comparable
AA-Omniscience IndexSource -27.1%Not comparable
AA-Omniscience AccuracySource 31.0%Not comparable
AA-Omniscience Hallucination RateSource 84.0%Not comparable
Inst. Following
BenchmarkDeepSeek-R1Gemini 3 Pro Deep ThinkResult
AA-IFBenchSource 39.6%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeek-R1 and Gemini 3 Pro Deep Think 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-R1 and Gemini 3 Pro Deep Think today?

DeepSeek-R1: $0.55 input / $2.19 output per 1M tokens Gemini 3 Pro Deep Think: Pricing unavailable 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-R1
API / mo$2,055
Self-host / mo$18,221
Break-even583M/day
Gemini 3 Pro Deep Think
API / mo$0
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

Related Comparisons

Last updated: July 20, 2026

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