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Model comparison

Gemini 3.5 Flash-Lite vs GPT-4.1 nano

Data verified

Head-to-head evidence from 14 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No comparison
42.06/100
0 category wins0 category wins

Public leaderboard positions: Gemini 3.5 Flash-Lite unranked (Not scored); GPT-4.1 nano #161 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemini 3.5 Flash-Lite and GPT-4.1 nano share 14 comparable benchmark results. 0 of 8 categories are comparable. 7 results are unique to Gemini 3.5 Flash-Lite; 7 to GPT-4.1 nano.

Updated July 21, 2026
Shared results
14
Gemini 3.5 Flash-Lite only
7
GPT-4.1 nano only
7
Comparable categories
0 / 8

Benchmark data for Gemini 3.5 Flash-Lite and GPT-4.1 nano is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 14 shared benchmark results across 5 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 3.5 Flash-Lite is priced at $0.30 input / $2.50 output per 1M tokens, versus $0.10 input / $0.40 output per 1M tokens for GPT-4.1 nano.

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 Gemini 3.5 Flash-Lite and GPT-4.1 nano
CategoryGemini 3.5 Flash-LiteΔGPT-4.1 nano
AgenticGemini 3.5 Flash-Lite63.4MarginNo overlapGPT-4.1 nanoNot measured
CodingGemini 3.5 Flash-Lite54.2MarginNo overlapGPT-4.1 nanoNot measured
ReasoningGemini 3.5 Flash-Lite72.2MarginNo overlapGPT-4.1 nanoNot measured
KnowledgeGemini 3.5 Flash-LiteNot measuredMarginNo overlapGPT-4.1 nano50.3
MathGemini 3.5 Flash-LiteNot measuredMarginNo overlapGPT-4.1 nano1.0
Inst. FollowingGemini 3.5 Flash-LiteNot measuredMarginNo overlapGPT-4.1 nano83.2

Operational comparison

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

MetricGemini 3.5 Flash-LiteGPT-4.1 nanoComparison
Input / output priceUSD per 1M tokensGemini 3.5 Flash-Lite$0.3 input / $2.5 outputGPT-4.1 nano$0.1 input / $0.4 outputGPT-4.1 nano has the lower combined listed price.
Generation speedtokens per secondGemini 3.5 Flash-LiteNot availableGPT-4.1 nano181 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenGemini 3.5 Flash-LiteNot availableGPT-4.1 nano0.63 sA complete latency comparison is not available.
Context windowmaximum listed tokensGemini 3.5 Flash-Lite1MGPT-4.1 nano1MListed context windows are equal.

Benchmark Deep Dive

Agentic
BenchmarkGemini 3.5 Flash-LiteGPT-4.1 nanoResult
Terminal-Bench 2.0Source 54%Not comparable
OSWorld-VerifiedSource 74%Not comparable
GDPval-AASource 114041Gemini 3.5 Flash-Lite leads
AA Agentic IndexSource 26.8%1.2%Gemini 3.5 Flash-Lite leads
GDPval-AASource 32.0%0.0%Gemini 3.5 Flash-Lite leads
AA BriefcaseSource 634Not comparable
AA Tau3 BankingSource 16.5%Not comparable
τ²-bench resultsSource 17.3%Not comparable
Coding
BenchmarkGemini 3.5 Flash-LiteGPT-4.1 nanoResult
Terminal-Bench 2.0Source 54.0%Not comparable
SWE-bench ProSource 54.2%Not comparable
AA Coding IndexSource 49.3%11.1%Gemini 3.5 Flash-Lite leads
AA-SciCodeSource 40.9%25.9%Gemini 3.5 Flash-Lite leads
Reasoning
BenchmarkGemini 3.5 Flash-LiteGPT-4.1 nanoResult
MRCRv2Source 72.2%Not comparable
AA-LCRSource 62.0%17.0%Gemini 3.5 Flash-Lite leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkGemini 3.5 Flash-LiteGPT-4.1 nanoResult
Artificial Analysis Intelligence IndexSource 36.5%9.6%Gemini 3.5 Flash-Lite leads
AA-GPQA DiamondSource 83.8%51.2%Gemini 3.5 Flash-Lite leads
AA-HLESource 17.5%3.9%Gemini 3.5 Flash-Lite leads
AA-Omniscience IndexSource 6.9%-56.4%Gemini 3.5 Flash-Lite leads
AA-Omniscience AccuracySource 30.3%13.3%Gemini 3.5 Flash-Lite leads
AA-Omniscience Hallucination RateSource 33.5%80.4%Gemini 3.5 Flash-Lite leads
MMLUSource 80.1%Not comparable
GPQASource 50.3%Not comparable
Math
BenchmarkGemini 3.5 Flash-LiteGPT-4.1 nanoResult
FrontierMath v2 (Tiers 1-3)Source 1.034%Not comparable
Multimodal
BenchmarkGemini 3.5 Flash-LiteGPT-4.1 nanoResult
AA-MMMU-ProSource 79.0%40.1%Gemini 3.5 Flash-Lite leads
Design Arena WebsiteSource 1003Not comparable
Inst. Following
BenchmarkGemini 3.5 Flash-LiteGPT-4.1 nanoResult
IFEvalSource 83.2%Not comparable
AA-IFBenchSource 32.0%Not comparable
Frequently Asked Questions (3)

Can I compare Gemini 3.5 Flash-Lite and GPT-4.1 nano 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 Gemini 3.5 Flash-Lite and GPT-4.1 nano today?

Gemini 3.5 Flash-Lite: $0.30 input / $2.50 output per 1M tokens GPT-4.1 nano: $0.10 input / $0.40 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 21, 2026

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