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Llama 4 Scout

meta·meta/llama-4-scout·GA·Open weights·llama series
Open multimodal Llama model for long-context analysis and efficient agents

Llama 4 Scout by meta is offered by 4 providers on this page. Its reference price is $0.085 per 1M input tokens and $0.46 per 1M output tokens. The lowest paid channel is Helicone at $0.08 / $0.30 per 1M, about 1.3× below the reference price. That channel is a third-party gateway, so confirm its availability and rate limits before depending on it.

Artificial Analysis rates it 8.1 on the Intelligence Index, with 8.2 for coding and 0.5 for agentic tasks. Against its lowest blended price of $0.135 per 1M, that is roughly 60 index points per dollar, which is the value ratio the leaderboards rank on. Median output speed is 69 tokens per second, with 0.87s to the first token.

The context window is 328,000 tokens at the reference host, but hosts report different limits, from 131,072 to 1,310,720, so the usable window depends on the provider you pick. It supports tool use and structured output. Accepted input modalities are Text and Image. The weights are open, so it can also be self-hosted or served through a gateway of your choice. Providers report the capability flags inconsistently, so verify a specific feature against the host you plan to use. Its training knowledge cuts off at 2024-08-31.

Specs & pricing

Input / output per 1M tokens
Reference price·NanoGPT
$0.085 / $0.46
Blended $0.18 · Cache read $0.043
Lowest paid·HeliconeGateway
$0.08 / $0.30
Blended $0.14 · 1.3× spread
Context
328,000
Output limit
65,536
Knowledge cutoff
2024-08-31
Released / updated
2025-04-05 / 2025-09-05
Capabilities
Reasoning✓ Tool use✓ Structured output✓ Temperature✓ Attachments
⚠ Providers report capability flags inconsistently
Modalities
TextImage

Quality & performanceArtificial Analysis · Intelligence Index v4.3

Intelligence8.1
Value60
Coding8.2
Agentic0.5
Output speed69 tok/s
TTFT0.87 s
Value formulaIQ 8.1 ÷ min blended $0.135 = 60

Quality is independently evaluated by Artificial Analysis. Speed/latency are model-level medians.

Available at 4 providers4 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
HeliconeGateway$0.08$0.30——131,072 ⚠8,192
OpenRouterGateway$0.10$0.30——1,310,720 ⚠16,384
Kilo GatewayGateway$0.10$0.30——327,680 ⚠16,384
NanoGPTGateway$0.085$0.46$0.043—328,00065,536

Sorted by blended price (input×0.75 + output×0.25) asc. The official channel always shows regardless of rank. Whether a gateway's low price is actually usable can't be verified.

Your usage cost

1Helicone$31.00
2NanoGPT$34.90
3OpenRouter$35.00
4Kilo Gateway$35.00
The cheapest paid channel is the only channel.

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$0.46$02026-08-052026-09-032026-08-05 · Input list $0.0852026-08-06 · Input list $0.0852026-08-07 · Input list $0.0852026-08-08 · Input list $0.0852026-08-09 · Input list $0.0852026-08-10 · Input list $0.0852026-08-11 · Input list $0.0852026-08-12 · Input list $0.0852026-08-13 · Input list $0.0852026-08-26 · Input list $0.0852026-09-01 · Input list $0.0852026-09-03 · Input list $0.0852026-08-05 · Output list $0.462026-08-06 · Output list $0.462026-08-07 · Output list $0.462026-08-08 · Output list $0.462026-08-09 · Output list $0.462026-08-10 · Output list $0.462026-08-11 · Output list $0.462026-08-12 · Output list $0.462026-08-13 · Output list $0.462026-08-26 · Output list $0.462026-09-01 · Output list $0.462026-09-03 · Output list $0.462026-08-05 · Min blended $0.152026-08-06 · Min blended $0.152026-08-07 · Min blended $0.152026-08-08 · Min blended $0.152026-08-09 · Min blended $0.152026-08-10 · Min blended $0.152026-08-11 · Min blended $0.152026-08-12 · Min blended $0.152026-08-13 · Min blended $0.152026-08-26 · Min blended $0.172026-09-01 · Min blended $0.152026-09-03 · Min blended $0.14

Artificial Analysis evaluations14 items

GPQA Diamond58.7%
Humanity's Last Exam3.8%
MMLU-Pro75.2%
SciCode21.3%
LiveCodeBench29.9%
Terminal-Bench Hard1.5%
Terminal-Bench 2.13.8%
AIME 202514.0%
AIME28.3%
MATH-50084.4%
τ²-Bench Telecom15.5%
τ³-Bench Banking3.3%
AA-LCR27.7%
IFBench39.5%

Individual evaluations run by Artificial Analysis, on the same reasoning tier as the intelligence score above. Each benchmark has its own task set and harness, so rows are not comparable with one another. The Intelligence Index above draws on a different, newer set of evaluations.

Related models

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Data partly from models.dev (MIT) · NanoGPT official docs ↗