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ModelScale

Gemini 3 Flash

Google · Proprietary · rank 49 · bench-align-v5

Canonical idgemini-3-flash
Overall score62
Context window1M tokens
Release date2025-12-01
Access typeProprietary
Blended $/1M$1.1375% input / 25% output

Capability shape

Seven axes from the ranking source. A missing axis is drawn as a gap.

Capability evidence

AgenticUnavailable
Coding66.7
Knowledge76.6
Reasoning59
Multimodal & Grounded75.8
Instruction Following66.2
Math50.2

Runtime service evidence

Measured values with the date they were observed. Nothing is inferred from a sibling model or a provider claim.

Time to first token: latency to the first answer chunk (Artificial Analysis, via BenchLM). Reasoning models include thinking time, so values can run to tens or hundreds of seconds.

Evidence key: Observed

Runtime measurements
MeasurementValueObservedLast goodEvidence
Time to first token0.94 s2026-09-172026-09-17
Throughput205 tok/s2026-09-172026-09-17

Regional or per-endpoint measurements appear only when the API supplies them; none are modelled here.

Endpoint and price matrix

Every published price component, including cache reads and writes.

Price components
ComponentUSDEvidence
Input / 1M tokens$0.50
Output / 1M tokens$3.00
Cache read / 1M tokens$0.05
Cache write / 1M tokensUnavailable
Blended / 1M (75% input / 25% output)$1.13
Self-hosted listingGoogle's Gemini Developer API pricing page lists gemini-3-flash-preview at $0.50 input / $0.05 cached input / $3.00 output per million tokens for text, image, and video on the standard paid tier.The rates above are a hosted price matched from another provider, not a first-party list price.

Workload-aware monthly cost example

10 conversations per day × 8 messages × 22 active days, 1200 input and 400 output tokens per message, no cache. This uses the same calculator as the cost simulator, so an unavailable applicable rate makes the example unavailable too.

Modelled monthly cost$3.17
Modelled tokens2.82M
Open the simulatorChange this workload

Benchmark record

24 matched benchmark rows with their published value, unit, and provenance.

Knowledge

Knowledge benchmarks
BenchmarkValueTasksDifficultyProvenance
Artificial Analysis Intelligence Index
Artificial Analysis Intelligence Index
17.9Cross-benchmark intelligence indexDisplay-only external referenceArtificial Analysis
AA-GPQA Diamond
Artificial Analysis GPQA Diamond
81.2Graduate-level science questionsGraduate-level science reasoningArtificial Analysis GPQA Diamond Benchmark Leaderboard
AA-HLE
Artificial Analysis Humanity's Last Exam
15.0Expert-level questionsFrontier expert reasoningArtificial Analysis Humanity's Last Exam Benchmark Leaderboard
AA-Omniscience Index
Artificial Analysis Omniscience Index
-4.3Knowledge questionsBroad factual knowledgeAA-Omniscience: Knowledge and Hallucination Benchmark
AA-Omniscience Accuracy
Artificial Analysis Omniscience Accuracy
45.8Knowledge questionsBroad knowledgeArtificial Analysis model benchmarks
AA-Omniscience Hallucination Rate
Artificial Analysis Omniscience Hallucination Rate
92.4Knowledge questionsFactualityArtificial Analysis model benchmarks
GPQA Diamond (Vals)
GPQA Diamond, Vals AI run
87.9Graduate-level science questionsExpert reasoningVals AI GPQA Diamond, Vals AI run leaderboard
MMLU-Pro (Vals)
MMLU-Pro, Vals AI run
88.6Academic multiple-choice questionsBroad academic knowledgeVals AI MMLU-Pro, Vals AI run leaderboard

Coding

Coding benchmarks
BenchmarkValueTasksDifficultyProvenance
Vibe Code Bench
Vibe Code Bench v1.1
20.20End-to-end web application buildsEnd-to-end software deliveryVibe Code Bench: Evaluating AI Models on End-to-End Web Application Development
LiveCodeBench (Vals)
LiveCodeBench, Vals AI run
85.6Competitive programming problems (easy, medium, hard)Frontier codingVals AI LiveCodeBench, Vals AI run leaderboard
SWE-bench (Vals)
SWE-bench, Vals AI run
75.0Real repository issues by human time bucketFrontier coding agentsVals AI SWE-bench, Vals AI run leaderboard

Mathematics

Mathematics benchmarks
BenchmarkValueTasksDifficultyProvenance
FrontierMath v2 (Tiers 1-3)
FrontierMath v2 Tiers 1-3
35.640295 private advanced mathematics problemsFrom olympiad-plus to early research mathematicsFrontierMath v2 benchmark hub
FrontierMath v2 (Tier 4)
FrontierMath v2 Tier 4
4.16743 private extreme-difficulty mathematics problemsResearch-level mathematics requiring hours or days of expert workFrontierMath Tier 4 v2 leaderboard

Reasoning

Reasoning benchmarks
BenchmarkValueTasksDifficultyProvenance
AA-LCR
Artificial Analysis Long Context Reasoning
55.3Long-context reasoning tasksLong-context reasoningArtificial Analysis model benchmarks
CritPt
Critical Physics Tasks
1.4Research-level physics questionsResearch-level physics reasoningCritPt Benchmark Leaderboard

Instruction Following

Instruction Following benchmarks
BenchmarkValueTasksDifficultyProvenance
AA-IFBench
Artificial Analysis IFBench
55.1Verifiable instruction constraintsInstruction precisionArtificial Analysis IFBench Benchmark Leaderboard

Multilingual

Multilingual benchmarks
BenchmarkValueTasksDifficultyProvenance
AA Global-MMLU-Lite
Artificial Analysis Global-MMLU-Lite
92.7Multilingual knowledge questionsMultilingual professional knowledgeArtificial Analysis Global-MMLU-Lite Benchmark Leaderboard

Agentic

Agentic benchmarks
BenchmarkValueTasksDifficultyProvenance
Gert Labs
Gert Labs Composite Game Benchmark
56.63Novel game environmentsAgentic coding and decision-makingGert Labs rankings
JobBench
JobBench
11.4130 tasks across 35 occupationsProfessional multi-source workflowsJobBench: Aligning Agent Work With Human Will
τ²-bench results
τ²-Bench Tool-Agent-User Evaluation
43.3Airline, retail, and telecom customer-service task setsDual-control customer-service workflowsτ²-Bench: Evaluating Conversational Agents in a Dual-Control Environment
Claw-Eval
Claw-Eval
49.2300 tasks, 2,159 rubricsReal-world general, multi-turn, and native multimodal agent executionClaw-Eval: Towards Trustworthy Evaluation of Autonomous Agents
Terminal-Bench 2.1 (Vals)
Terminal-Bench 2.1, Vals AI run
53.9Difficult terminal tasksFrontier agenticVals AI Terminal-Bench 2.1, Vals AI run leaderboard

Multimodal & Grounded

Multimodal & Grounded benchmarks
BenchmarkValueTasksDifficultyProvenance
AA-MMMU-Pro
Artificial Analysis MMMU-Pro
78.6Multimodal academic reasoningFrontier multimodalArtificial Analysis MMMU-Pro Benchmark Leaderboard
Design Arena Website
Design Arena Website Elo
1208Website generation comparisonsDesign and website generationOpenRouter Grok 4.3 benchmarks

Lifecycle and limitations log

Lifecycle events the source associates with this model, plus what this profile does not claim.

No lifecycle event references this model.

That is not evidence the model has no lifecycle plan — only that this source published none.

What this profile does not claimValues are reproduced exactly as their sources published them, in the units those sources declared; none are converted, interpolated, or averaged across providers. Any field marked unavailable was attempted and not returned — the attempt timestamp is in each badge. Last attempted fetch for this model’s score: 2026-09-17 17:17 UTC.