The Known Good Updated 25 Jul 2026
Meta ·Proprietary ·Released September 2025·Tracked since 25 Jul 2026

Meta: Llama 4 Scout — quality, speed & price analysis

Compare with another model Provider benchmarks Data sources
Quality
unranked
Known Good Index
Speed
#134 of 316
57.7
Output tokens per second
Price
#62 of 340
$0.15
Blended per 1M tokens
In $0.10 · Out $0.30
Cache hit price
unranked
per 1M tokens
Context
#6 of 345
1.31M
tokens (~2,000 pages)
Summary

Meta: Llama 4 Scout does not yet carry a Known Good Index score — the index needs at least one science, one mathematics and one coding result. It accepts text, image input, outputs text, and supports a 1.31M-token context window.

Pricing is $0.10 per 1M input tokens (below the $2.18 average) and $0.30 per 1M output (below the $9.91 average). At 58 tokens per second it sits in the upper middle of the tracked range.

Generated from tracked data on 25 Jul 2026 · how these comparisons are computed →

Technical specifications
ReasoningNo
Input modalitytext, image
Output modalitytext
Context window1,310,720 tokens
Max output16,384 tokens
WeightsProprietary
Knowledge cutoffAugust 2024
Tool callingYes
Providers4 hosts · compare →
Highlights — where Meta: Llama 4 Scout sits
Price

Blended USD per 1M tokens · Lower is better · Published pricing via OpenRouter

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Quality

How Meta: Llama 4 Scout compares against every tracked model

Known Good IndexCoding IndexCapability indicesBy open weights
Known Good Index

Composite of GPQA Diamond, MATH / AIME, SWE-bench Verified, LiveBench, Humanity's Last Exam and Terminal-Bench, normalised 0–100. Scores are ingested from their publishers; we do not run these evaluations.

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💡 Reasoning models are indicated by a lightbulb
The Known Good

Quality Breakdown

Meta: Llama 4 Scout on each evaluation feeding the index, against the tracked average

Evaluation scores

Bar = Meta: Llama 4 Scout · grey marker = average across tracked models

None of the six index evaluations have published a score for this model yet.

The Known Good

Arena Elo

Human preference rating from blind pairwise votes

Arena Elo

Elo from blind pairwise votes, ingested from Arena

Meta: Llama 4 Scout does not currently appear in any arena we ingest.

The Known Good

Price & Cost

Published API pricing by token type

BlendedInput vs outputCache discountQuality per dollar
Blended Price

USD per 1M tokens at a 3:1 input:output blend. Live from OpenRouter, cross-checked against models.dev. Lower is better.

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The Known Good
We publish blended price rather than cost-per-task. Cost-per-task requires token counts from an evaluation suite we do not run. Blended price is computed from published rates and is fully reproducible — see the pricing methodology.

Context Window

Maximum input tokens accepted

Context windowMax output tokens
Context Window

Maximum input context from provider metadata via models.dev and OpenRouter. Higher is better.

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The Known Good

Speed

Median output throughput across hosting providers

Output speedBy provider
Output Speed

Median output tokens per second across all tracked providers. Derived from OpenRouter endpoint telemetry. Higher is better.

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The Known Good

Latency

Time to first token, median across providers

Time to first tokenEnd-to-end response
Latency (TTFT)

Seconds to first streamed chunk, median across tracked providers. Derived from OpenRouter endpoint telemetry. Lower is better.

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The Known Good

Providers

Hosts serving Meta: Llama 4 Scout, with their own price and speed

4 providers
Full provider benchmarks →
ProviderInput $/MOutput $/M BlendedSpeedTTFTContext
Groq $0.11 $0.34 $0.17 164 0.4s 131k
Google · first party $0.25 $0.70 $0.36 53 0.7s 1.31M
Novita $0.18 $0.59 $0.28 43 0.5s 131k
DeepInfra $0.10 $0.30 $0.15 24 0.3s 328k

Per-host pricing and telemetry from OpenRouter. Speed is output tokens per second; TTFT is time to first token.

The Known Good

History

How price and quality have moved since we began tracking this model

Quality & price over time

Since 25 Jul 2026

Known Good Index
Blended price $0.15 per 1M · observed 25 Jul 2026
Output speed 58 tok/s · observed 25 Jul 2026
Time to first token 0.5s

No recorded changes for this model since tracking began.

The Known Good

Comparisons

Head-to-head pages pairing Meta: Llama 4 Scout with other tracked models

Head-to-head pages are generated for the top 50 models by Known Good Index, which Meta: Llama 4 Scout is not currently in. Its nearest tracked models by index are below.

Browse all comparisons →
Sources for this page
Pricing & providers — OpenRouter Metadata — models.dev Full attribution →