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Model comparison

Gemini 3 Flash vs GPT-5.4

Data verified

Head-to-head evidence from 19 shared benchmark results across 7 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

60.49/100
Margin
13.7pts
winning →
GPT-5.4
OpenAI
74.24/100
0 category wins1 category wins

Public leaderboard positions: Gemini 3 Flash #49 (Supported); GPT-5.4 #8 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Gemini 3 Flash and GPT-5.4 share 19 comparable benchmark results. 1 of 8 categories are comparable. 0 results are unique to Gemini 3 Flash; 33 to GPT-5.4.

Updated July 20, 2026
Shared results
19
Gemini 3 Flash only
0
GPT-5.4 only
33
Comparable categories
1 / 8

Pick GPT-5.4 if you want the stronger benchmark profile. Gemini 3 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 19 shared benchmark results across 7 evidence categories; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

GPT-5.4 is clearly ahead on the BenchAlign aggregate, 74.24 to 60.49. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

GPT-5.4's sharpest advantage is in mathematics, where it averages 42.5 against 27.8. The single biggest benchmark swing on the page is FrontierMath v2 (Tier 4), 4.167% to 27.100%.

GPT-5.4 is also the more expensive model on tokens at $2.50 input / $15.00 output per 1M tokens, versus $0.50 input / $3.00 output per 1M tokens for Gemini 3 Flash. That is roughly 5.0x on output cost alone. GPT-5.4 is the reasoning model in the pair, while Gemini 3 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. GPT-5.4 gives you the larger context window at 1.05M, compared with 1M for Gemini 3 Flash.

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 Flash and GPT-5.4
CategoryGemini 3 FlashΔGPT-5.4
MathGemini 3 Flash27.8Margin→ 14.7GPT-5.442.5
AgenticGemini 3 FlashNot measuredMarginNo overlapGPT-5.477.2
CodingGemini 3 FlashNot measuredMarginNo overlapGPT-5.457.7
KnowledgeGemini 3 FlashNot measuredMarginNo overlapGPT-5.457.6
MultimodalGemini 3 FlashNot measuredMarginNo overlapGPT-5.473.2

Decisive benchmark drivers

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

More
A · Gemini 3 FlashB · GPT-5.4

  1. FrontierMath v2 (Tier 4)

    Math
    Source ↗
    A 4.167%B 27.100%
    Winner: GPT-5.4Δ 22.9
    FrontierMath v2 (Tier 4): Gemini 3 Flash scored 4.167%; GPT-5.4 scored 27.100%. GPT-5.4 wins this benchmark.

  2. FrontierMath v2 (Tiers 1-3)

    Math
    Source ↗
    A 35.640%B 47.600%
    Winner: GPT-5.4Δ 12
    FrontierMath v2 (Tiers 1-3): Gemini 3 Flash scored 35.640%; GPT-5.4 scored 47.600%. GPT-5.4 wins this benchmark.

Operational comparison

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

MetricGemini 3 FlashGPT-5.4Comparison
Input / output priceUSD per 1M tokensGemini 3 Flash$0.5 input / $3 outputGPT-5.4$2.5 input / $15 outputGemini 3 Flash has the lower combined listed price.
Generation speedtokens per secondGemini 3 Flash159 tok/sGPT-5.474 tok/sGemini 3 Flash has the higher measured throughput.
First-answer latencyseconds to first tokenGemini 3 Flash1.19 sGPT-5.4151.79 sGemini 3 Flash reaches the first token sooner.
Context windowmaximum listed tokensGemini 3 Flash1MGPT-5.41.05MGPT-5.4 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGemini 3 FlashGPT-5.4Result
Claw-EvalSource 49.2%60.3%GPT-5.4 leads
τ²-bench resultsSource 43.3%87.1%GPT-5.4 leads
Gert LabsSource 56.63%64.89%GPT-5.4 leads
JobBenchSource 11.4%38.9%GPT-5.4 leads
Terminal-Bench 2.0Source —75.1%Not comparable
CyberGymSource —79.0%Not comparable
BrowseCompSource —82.7%Not comparable
OSWorld-VerifiedSource —75%Not comparable
MCP AtlasSource —70.6%Not comparable
ToolathlonSource —54.6%Not comparable
DeepSearchQASource —73.6%Not comparable
AA Agentic IndexSource —41.1%Not comparable
APEX-Agents-AASource —33.3%Not comparable
GDPval-AASource —44.7%Not comparable
GDPval-AASource —1395Not comparable
ResearchClawBenchSource —15.3%Not comparable
ExploitGymSource —6.0%Not comparable
Coding
BenchmarkGemini 3 FlashGPT-5.4Result
Vibe Code BenchSource 20.20%67.42%GPT-5.4 leads
AA-SciCodeSource 49.9%56.6%GPT-5.4 leads
LiveCodeBench ProSource —87.5%Not comparable
SWE-bench ProSource —57.7%Not comparable
React Native EvalsSource —85.3%Not comparable
AA Coding IndexSource —71.0%Not comparable
Reasoning
BenchmarkGemini 3 FlashGPT-5.4Result
AA-LCRSource 48.0%74.0%GPT-5.4 leads
CritPtSource 1.4%23.4%GPT-5.4 leads
Knowledge
BenchmarkGemini 3 FlashGPT-5.4Result
Artificial Analysis Intelligence IndexSource 27.4%51.4%GPT-5.4 leads
AA-GPQA DiamondSource 81.2%92.0%GPT-5.4 leads
AA-HLESource 14.1%41.6%GPT-5.4 leads
AA-Omniscience IndexSource -3.6%5.7%GPT-5.4 leads
AA-Omniscience AccuracySource 45.5%50.0%GPT-5.4 leads
AA-Omniscience Hallucination RateSource 90.2%88.6%GPT-5.4 leads
GPQASource —92.8%Not comparable
HLESource —52.1%Not comparable
HLE w/o toolsSource —39.8%Not comparable
GPQA-DSource —92.8%Not comparable
HealthBench HardSource —40.1%Not comparable
MedXpertQA (Text)Source —59.6%Not comparable
HealthBench ProfessionalSource —48.1%Not comparable
MathGPT-5.4 wins
BenchmarkGemini 3 FlashGPT-5.4Result
FrontierMath v2 (Tiers 1-3)Source 35.640%47.600%GPT-5.4 leads
FrontierMath v2 (Tier 4)Source 4.167%27.100%GPT-5.4 leads
Multimodal
BenchmarkGemini 3 FlashGPT-5.4Result
AA-MMMU-ProSource 78.6%78.4%Gemini 3 Flash leads
Design Arena WebsiteSource 12281252GPT-5.4 leads
MMMU-ProSource —81.2%Not comparable
OfficeQA ProSource —53.2%Not comparable
MMMU-Pro w/ PythonSource —82.1%Not comparable
CharXivSource —82.8%Not comparable
ERQASource —65.4%Not comparable
SimpleVQASource —61.1%Not comparable
ScreenSpot ProSource —85.4%Not comparable
ZeroBenchSource —41.0%Not comparable
MedXpertQA (MM)Source —77.1%Not comparable
Inst. Following
BenchmarkGemini 3 FlashGPT-5.4Result
AA-IFBenchSource 55.1%73.9%GPT-5.4 leads
Frequently Asked Questions (2)

Which is better, Gemini 3 Flash or GPT-5.4?

GPT-5.4 is ahead on BenchLM's BenchAlign leaderboard, 74.24 to 60.49. The biggest single separator in this matchup is FrontierMath v2 (Tier 4), where the scores are 4.167% and 27.100%.

Which is better for math, Gemini 3 Flash or GPT-5.4?

GPT-5.4 has the edge for math in this comparison, averaging 42.5 versus 27.8. Inside this category, FrontierMath v2 (Tier 4) is the benchmark that creates the most daylight between them.

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