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Gemini 1.5 Flash API Benchmarks, Pricing & Provider Data

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Gemini 1.5 Flash benchmark, API pricing, and provider data cover 33 API providers, with prices starting at $0.051/M. The page also shows measured API speed and first-token latency.

Google Gemini 1.5 Flash is a multimodal model with up to 1M tokens of context, ideal for long-document summarization, audio transcription, and vision tasks.

Speed
200char/s
1.17 s
Cost
$0.051/ 1M · 8:1 in:out
$0.0082 in · $0.043 out

Category Performance

Observed-capability estimates with uncertainty reported separately from independent benchmark families.

Coverage
3 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents-Coding33.5Reasoning37.2Knowledge-Math42.6Multilingual-Multimodal-Instruction following-
#1Math42.6Estimated2/4 Measured dimensions
80% interval: 30.754.4
foundational math40.4
math_500 · math_500
competition math44.7
aime · aime
proof frontierPrior only
applied tool mathPrior only
#2Reasoning37.2Estimated2/4 Measured dimensions
80% interval: 26.048.3
abstract logicPrior only
scientific causal37.4
gpqa · gpqa / hle · hle
multistep constraints36.9
mmlu_pro · mmlu_pro
evidence verificationPrior only
#3Coding33.5Provisional1/4 Measured dimensions
80% interval: 19.547.4
code generation33.5
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
No data:AgentsKnowledgeMultilingualMultimodalInstruction following

Specifications

Technical Details

Documentation

Rankings

Excels at

Detailed scores

Updated: Aug 31, 2026

Agents

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Planning & decompositionPrior only
Tool usePrior only
Environment & long-horizon executionPrior only
Recovery & completion reliabilityPrior only

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score33.580% interval19.5–47.41/4 Measured dimensionsLiveCodeBench27.3%#95 / 115SciCode26.7%#172 / 205
Dimensions and evidence
Code generation33.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z -0.88 · q 1.00
scicode · scicode · z -2.21 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#95
Score27.3%
UpdatedAug 31, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#172
Score26.7%
UpdatedAug 31, 2026
Confidence4

Reasoning

V3.0

undefined metric} other undefined metrics}} · Estimated

Score37.280% interval26.0–48.32/4 Measured dimensionsMMLU-Pro68.0%#109 / 129GPQA46.3%#192 / 212
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning37.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gpqa · gpqa · z -1.85 · q 1.00
hle · hle · z -0.82 · q 1.00
Multi-step constraints36.9
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z -1.95 · q 1.00
Evidence integration & verificationPrior only
MMLU-ProV3 evidence
LMSpeed rank#109
Score68.0%
UpdatedAug 31, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#192
Score46.3%
UpdatedAug 31, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#199
Score3.2%
UpdatedAug 31, 2026
Confidence4

Knowledge

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Broad knowledgePrior only
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only

Math

V3.0

undefined metric} other undefined metrics}} · Estimated

Score42.680% interval30.7–54.42/4 Measured dimensionsAIME18.0%#47 / 68MATH-50082.7%#45 / 73
Dimensions and evidence
Foundational math40.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
math_500 · math_500 · z -1.25 · q 1.00
Competition math44.7
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aime · aime · z -0.73 · q 1.00
Advanced proofsPrior only
Applied & tool-assisted mathPrior only
AIMEV3 evidence
LMSpeed rank#47
Score18.0%
UpdatedAug 31, 2026
Confidence4
MATH-500V3 evidence
LMSpeed rank#45
Score82.7%
UpdatedAug 31, 2026
Confidence4

Multilingual

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Cross-language understandingPrior only
Multilingual generationPrior only
Reasoning transferPrior only
Low-resource robustnessPrior only

Multimodal

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only

Instruction following

V3.0

undefined metric} other undefined metrics}} · No data

No data80% interval30.8–69.20/4 Measured dimensions
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalizationPrior only
Multi-turn & long instructionsPrior only

Pricing Comparison

Compare Gemini 1.5 Flash API pricing across 33 providers. Prices range from $0.051/M to $495.00/M. 向量引擎 offers the lowest rate at $0.051/M.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
gemini-1.5-flash-latest
测试
$0.051/M
$0.205/M
L1
99%
gemini-1.5-flash-8b
default
$75.00/M
$300.00/M
L1
99%
gemini-1.5-flash
default
$75.00/M
$300.00/M
L1
100%
gemini-1.5-flash-latest
default
$0.113/M
$0.450/M
L1
100%
gemini-1.5-flash
default
$0.113/M
$0.450/M
L1
100%
gemini-1.5-flash-exp-0827
default
$1.89/M
$7.56/M
L1
99%
gemini-1.5-flash-8b-latest
default
$0.367/M
$1.47/M
L1
99%
gemini-1.5-flash-8b
default
$0.367/M
$1.47/M
L1
99%
gemini-1.5-flash
default
$0.734/M
$2.94/M
L1
99%
gemini-1.5-flash-latest
default
$0.734/M
$2.94/M
L1
99%
gemini-1.5-flash-8b
default
$0.268/M
Cache read$0.071/M
$1.07/M
L1
99%
gemini-1.5-flash
default
$0.536/M
Cache read$0.134/M
$2.14/M
L1
99%
gemini-1.5-flash-latest
default
$1.07/M
$4.29/M
L1
0%
gemini-1.5-flash-8b
default
$0.075/M
$0.300/M
L1
0%
gemini-1.5-flash-8b-latest
default
$0.075/M
$0.300/M
L1
0%
gemini-1.5-flash-8b-exp-0827
default
$0.075/M
$0.300/M
L1
0%
gemini-1.5-flash-8b-exp-0924
default
$0.075/M
$0.300/M
L1
0%
models/gemini-1.5-flash-8b
default
$0.075/M
$0.150/M
L1
0%
models/gemini-1.5-flash-8b-exp-0827
default
$0.075/M
$0.150/M
L1
0%
models/gemini-1.5-flash-8b-exp-0924
default
$0.075/M
$0.150/M
Showing 20 model IDs of 25.

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does Gemini 1.5 Flash include?
LMSpeed shows Gemini 1.5 Flash benchmark context, API price, output speed, first-token latency, and provider data across 33 providers when those signals are available.
What is the Gemini 1.5 Flash API price?
Gemini 1.5 Flash has pricing from 33 providers, ranging from $0.051/M to $495.00/M. 向量引擎 has the lowest listed price.
What does the Gemini 1.5 Flash API pricing table include?
The Gemini 1.5 Flash API pricing table compares 33 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Gemini 1.5 Flash API pricing?
向量引擎 currently has the lowest listed Gemini 1.5 Flash price at $0.051/M across 33 providers.
Can I compare Gemini 1.5 Flash API price and speed together?
Yes. LMSpeed shows Gemini 1.5 Flash API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is Gemini 1.5 Flash API free?
Gemini 1.5 Flash does not currently have a free API tier on LMSpeed. All 33 providers charge per token.

Also known as

gemini-1.5-flashgemini-1.5-flash-8bgemini-1.5-flash-8b-exp-0827gemini-1.5-flash-8b-exp-0924gemini-1.5-flash-8b-latest

Rankings are based on community-submitted tests and periodic health probes. Advisory only, not official data.Artificial AnalysisStandard benchmark data may include BenchLM and other public sources.

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