Meta
·Released on Apr 5, 2025

Llama 4 Scout API Benchmarks, Pricing & Provider Data

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Llama 4 Scout benchmark, API pricing, and provider data cover undefined API provider} other undefined API providers}}, with prices starting at $0.010/request. The page also shows measured API speed and first-token latency.

Meta Llama 4 Scout is a compact open-weight model in the Llama 4 family, designed for efficient inference, on-device deployment, and low-latency agent workloads.

Quality
#104of 112
43.0
LMSpeed score
Speed
#40of 80
75char/s
1.62 s
Cost
#33of 186
$0.010/ 1M · 8:1 in:out
$0.0016 in · $0.0084 out

Category Performance

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

Coverage
6 / 8
Methodology
V3.0
Category PerformanceObserved-capability estimates with uncertainty reported separately from independent benchmark families.Agents33.6Coding34.1Reasoning41.7Knowledge38.3Math44.3Multilingual-Multimodal-Instruction following43.3
#1Math44.3Estimated3/4 Measured dimensions
80% interval: 35.053.6
foundational math48.6
math_500 · math_500
competition math49.8
aime · aime
proof frontier34.5
frontiermath · frontier_math_v2_tiers13
applied tool mathPrior only
#2Instruction following43.3Provisional1/4 Measured dimensions
80% interval: 27.359.3
constraint followingPrior only
structured outputPrior only
novel instruction generalization43.3
ifbench · aa_if_bench
long multiturn instructionPrior only
#3Reasoning41.7RatedGlobal rank #623/4 Measured dimensions
80% interval: 33.150.4
abstract logicPrior only
scientific causal42
critpt · critpt / gpqa · gpqa / hle · hle
multistep constraints47.8
mmlu_pro · mmlu_pro
evidence verification35.4
lcr · lcr
#4Knowledge38.3Provisional1/4 Measured dimensions
80% interval: 22.354.3
broad knowledge38.3
aa_omniscience · aa_omniscience_index
professional knowledgePrior only
factualityPrior only
retrieval open bookPrior only
#5Coding34.1Provisional1/4 Measured dimensions
80% interval: 20.148.0
code generation34.1
livecodebench · livecodebench / scicode · scicode
repository engineeringPrior only
debugging testingPrior only
tooling qualityPrior only
#6Agents33.6Estimated2/4 Measured dimensions
80% interval: 21.845.4
planningPrior only
tool use36.1
tau · tau2_bench
environment execution31.1
gdpval_aa · benchlm_agentic_gdpval_aa
recovery reliabilityPrior only
No data:MultilingualMultimodal

Specifications

Input and output token limits for this model, plus how it ranks on long-context understanding.

INPUT
1.3Mtokens
1.6K pages of text
OUTPUT
16.4Ktokens
8K128K1M4M
1.3M

Features

Technical Details

Input
Output
Total parameters
17B
Released
Apr 2025
Knowledge cutoff
2024-08-31
Tokenizer
Llama4
Architecture
text+image->text
Moderated
No
Supported parameters
frequency_penaltylogit_biasmax_tokensmin_ppresence_penaltyrepetition_penaltyresponse_formatseedstopstructured_outputstemperaturetool_choicetoolstop_ktop_p

Rankings

Excels at

It's decent at

Falls behind in

Detailed scores

Updated: Sep 13, 2026

Overall

undefined metric} other undefined metrics}}

Overall score43.0#104 / 112
Overall score
LMSpeed rank#104
Score43.0
UpdatedAug 20, 2026
Confidence1

Speed & latency

undefined metric} other undefined metrics}}

Output speed106.5 tok/s#40 / 80Time to first token0.68 s#16 / 80
Output speed
LMSpeed rank#40
Score106.5 tok/s
UpdatedSep 13, 2026
Confidence4
Time to first token
LMSpeed rank#16
Score0.68 s
UpdatedSep 13, 2026
Confidence4

Pricing

undefined metric} other undefined metrics}}

Input price$0.190/M#33 / 186Output price$0.680/M#32 / 186
Input price
LMSpeed rank#33
Score$0.190/M
UpdatedSep 13, 2026
Confidence4
Output price
LMSpeed rank#32
Score$0.680/M
UpdatedSep 13, 2026
Confidence4

Agents

V3.0

undefined metric} other undefined metrics}} · Estimated

Score33.680% interval21.8–45.42/4 Measured dimensionsAA Agentic Index1.1#69 / 70Τ²-bench results15.5#81 / 82
Dimensions and evidence
Planning & decompositionPrior only
Tool use36.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
tau · tau2_bench · z -1.96 · q 1.00
Environment & long-horizon execution31.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
gdpval_aa · benchlm_agentic_gdpval_aa · z -2.65 · q 1.00
Recovery & completion reliabilityPrior only
AA Agentic Index
LMSpeed rank#69
Score1.1
UpdatedAug 20, 2026
Confidence1
Τ²-bench resultsV3 evidence
LMSpeed rank#81
Score15.5
UpdatedAug 20, 2026
Confidence1
GDPval-AAV3 evidence
LMSpeed rank#70
Score109.0
UpdatedAug 20, 2026
Confidence1

Coding

V3.0

undefined metric} other undefined metrics}} · Provisional

Score34.180% interval20.1–48.01/4 Measured dimensionsLiveCodeBench29.9%#89 / 115SciCode21.3%#89 / 89
Dimensions and evidence
Code generation34.1
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
livecodebench · livecodebench · z -0.51 · q 1.00
scicode · scicode · z -2.54 · q 1.00
Repository engineeringPrior only
Debugging & testingPrior only
Tool-assisted development & qualityPrior only
LiveCodeBenchV3 evidence
LMSpeed rank#89
Score29.9%
UpdatedSep 13, 2026
Confidence4
SciCodeV3 evidence
LMSpeed rank#89
Score21.3%
UpdatedSep 13, 2026
Confidence4
AA Coding Index
LMSpeed rank#75
Score8.2
UpdatedAug 20, 2026
Confidence1
AA-SciCodeV3 evidence
LMSpeed rank#112
Score17.0
UpdatedAug 20, 2026
Confidence1

Reasoning

V3.0

undefined metric} other undefined metrics}} · Rated

Score41.7#6280% interval33.1–50.43/4 Measured dimensionsMMLU-Pro75.2%#85 / 129GPQA58.7%#175 / 218
Dimensions and evidence
Abstract logicPrior only
Scientific & causal reasoning42
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
critpt · critpt · z -0.71 · q 1.00
gpqa · gpqa · z -0.85 · q 1.00
hle · hle · z -0.95 · q 1.00
Multi-step constraints47.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
mmlu_pro · mmlu_pro · z -0.50 · q 1.00
Evidence integration & verification35.4
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
lcr · lcr · z -2.30 · q 1.00
MMLU-ProV3 evidence
LMSpeed rank#85
Score75.2%
UpdatedSep 13, 2026
Confidence4
GPQAV3 evidence
LMSpeed rank#175
Score58.7%
UpdatedSep 13, 2026
Confidence4
HLEV3 evidence
LMSpeed rank#191
Score3.8%
UpdatedSep 13, 2026
Confidence4
AA-LCRV3 evidence
LMSpeed rank#100
Score30.3
UpdatedAug 20, 2026
Confidence1

Knowledge

V3.0

undefined metric} other undefined metrics}} · Provisional

Score38.380% interval22.3–54.31/4 Measured dimensionsArtificial Analysis Intelligence Index10.3#109 / 117AA-GPQA Diamond58.7#103 / 113
Dimensions and evidence
Broad knowledge38.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aa_omniscience · aa_omniscience_index · z -1.64 · q 1.00
Professional knowledgePrior only
FactualityPrior only
Retrieval & open-book usePrior only
Artificial Analysis Intelligence IndexV3 evidence
LMSpeed rank#109
Score10.3
UpdatedAug 20, 2026
Confidence1
AA-GPQA Diamond
LMSpeed rank#103
Score58.7
UpdatedAug 20, 2026
Confidence1
AA-HLE
LMSpeed rank#108
Score3.8
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Accuracy
LMSpeed rank#103
Score15.2
UpdatedAug 20, 2026
Confidence1
AA-Omniscience Hallucination Rate
LMSpeed rank#44
Score79.4
UpdatedAug 20, 2026
Confidence1

Math

V3.0

undefined metric} other undefined metrics}} · Estimated

Score44.380% interval35.0–53.63/4 Measured dimensionsAIME28.3%#42 / 68MATH-50084.4%#44 / 73
Dimensions and evidence
Foundational math48.6
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
math_500 · math_500 · z -0.16 · q 1.00
Competition math49.8
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
aime · aime · z -0.05 · q 1.00
Advanced proofs34.5
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
frontiermath · frontier_math_v2_tiers13 · z -2.39 · q 1.00
Applied & tool-assisted mathPrior only
AIMEV3 evidence
LMSpeed rank#42
Score28.3%
UpdatedSep 13, 2026
Confidence4
MATH-500V3 evidence
LMSpeed rank#44
Score84.4%
UpdatedSep 13, 2026
Confidence4
Math score
LMSpeed rank#61
Score25.2
UpdatedAug 20, 2026
Confidence1

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

80% interval30.8–69.20/4 Measured dimensionsAA-MMMU-Pro52.9#63 / 68Design Arena Website761.0#78 / 78
Dimensions and evidence
Perception & OCRPrior only
Document & spatial understandingPrior only
Visual reasoningPrior only
Video & grounded actionPrior only
AA-MMMU-Pro
LMSpeed rank#63
Score52.9
UpdatedAug 20, 2026
Confidence1
Design Arena Website
LMSpeed rank#78
Score761.0
UpdatedAug 20, 2026
Confidence1

Instruction following

V3.0

undefined metric} other undefined metrics}} · Provisional

Score43.380% interval27.3–59.31/4 Measured dimensionsAA-IFBench39.5#70 / 84
Dimensions and evidence
Constraint followingPrior only
Structured outputPrior only
Novel-instruction generalization43.3
undefined family} other undefined families}} · undefined metric} other undefined metrics}}
ifbench · aa_if_bench · z -1.18 · q 1.00
Multi-turn & long instructionsPrior only
AA-IFBenchV3 evidence
LMSpeed rank#70
Score39.5
UpdatedAug 20, 2026
Confidence1

OpenRouter endpoints

3 endpoints

Third-party OpenRouter endpoint data, shown separately from LMSpeed measurements. Some 30-minute live performance fields only appear after syncing with an OpenRouter API key.

Provider endpointInputOutput1d uptime30m latency30m throughputContext / output
DeepInfra
deepinfra/fp8
$0.100/M$0.300/M99.9%undefined tokens / undefined tokens
Novita
novita/bf16
$0.180/M$0.590/M99.9%undefined tokens / undefined tokens
Google
google-vertex/us-east5
$0.250/M$0.700/Mundefined tokens / undefined tokens

Pricing Comparison

Compare Llama 4 Scout API pricing across 16 providers. Prices range from $0.010/request to $75.00/M. 素墨API offers the lowest rate at $0.010/request.

ProviderHealthModel VariantGroupInput ($/M)Output ($/M)Speed (t/s)First tokenAudit
L1
100%
llama-4-scout-17b-16e-instruct
default
-80%$0.038/M
-82%$0.121/M
L1
100%
llama-4-scout-17b-16e-instruct
default
-57%$0.082/M
-62%$0.259/M
L1
100%
llama-4-scout
default
-57%$0.082/M
-62%$0.259/M
L1
100%
meta-llama/llama-4-scout
default
$3.75/M
$15.00/M
L1
99%
llama-4-scout
default
$0.300/M
$0.945/M
L1
100%
llama-4-scout
default
-78%$0.041/M
-81%$0.129/M
L1
100%
meta-llama/llama-4-scout
default
$0.500/M
$1.50/M
L1
61%
llama-4-scout
default
$0.010/request
-
L1
0%
llama-4-scout
default
-78%$0.041/M
-81%$0.129/M
L1
0%
llama-4-scout
default
-68%$0.062/M
-71%$0.194/M
L1
0%
meta-llama/llama-4-scout
default
-39%$0.116/M
-36%$0.434/M
L1
0%
llama-4-scout-17b
default
$75.00/M
$75.00/M
L1
0%
meta-llama/llama-4-scout
default
$75.00/M
$75.00/M

Alternatives & Similar Models

Frequently Asked Questions

What benchmark data does Llama 4 Scout include?
LMSpeed shows Llama 4 Scout benchmark context, API price, output speed, first-token latency, and provider data across 16 providers when those signals are available.
What is the Llama 4 Scout API price?
Llama 4 Scout has pricing from undefined provider} other undefined providers}}, ranging from $0.010/request to $75.00/M. 素墨API has the lowest listed price.
What does the Llama 4 Scout API pricing table include?
The Llama 4 Scout API pricing table compares 16 providers by input price, output price, free tier status, speed, first-token latency, and recent health data when available.
Which provider has the cheapest Llama 4 Scout API pricing?
素墨API currently has the lowest listed Llama 4 Scout price at $0.010/request across undefined provider} other undefined providers}}.
Can I compare Llama 4 Scout API price and speed together?
Yes. LMSpeed shows Llama 4 Scout API price, output speed, first-token latency, and provider health on the same page so you can compare cost and performance together.
Is Llama 4 Scout API free?
Llama 4 Scout does not currently have a free API tier on LMSpeed. All 16 providers charge per token.

Also known as

Llama-4-Scoutllama-4-scoutllama-4-scout-17bllama-4-scout-17b-16e-instructmeta-llama/Llama-4-Scout-17B-16E-Instruct

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

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