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© 2026 CompareLLM. Public benchmark data aggregated from Arena Elo, LiveBench, SWE-bench & OpenRouter.

Every score has a dated snapshot.

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  3. Grok 4 vs Llama 4 Scout

Pairwise benchmark snapshot · Aug 16, 2026

Grok 4 vs Llama 4 Scout benchmark

This page compares Grok 4 (xAI) and Llama 4 Scout (Meta) using the latest snapshots we have as of Aug 16, 2026. On preference Elo, Grok 4 is ahead by 76 points (1,488 vs 1,412; seed-bootstrap (Aug 1, 2026)). On SWE-bench coding, Grok 4 resolves 58.6% versus 52.4% (seed-bootstrap (Aug 1, 2026)). Llama 4 Scout streams faster (155 tok/s) while Llama 4 Scout is the cheaper output token ($0.3/1M). Llama 4 Scout has the larger context window (1.3M tokens). Every cell below is a dated snapshot from a named public source — we do not invent missing scores, and we do not run SWE-bench ourselves.

Quick answer

Grok 4 vs Llama 4 Scout is a dated snapshot, not a lab score. Grok 4 leads preference Elo (1,488 vs 1,412). Grok 4 leads SWE-bench coding. Llama 4 Scout is the cheaper output token. Elo is crowd preference, not an exam. Pick the column that matches the job.
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xAI

Grok 4

Previous xAI flagship.

Elo 1,488$15/1M out

Meta

Llama 4 Scout

Meta open-weight Llama 4 long-context sibling of Maverick. Common public API lists sit near $0.08–$0.30 / $0.30–$0.70 per 1M; we store a conservative hosted list until OpenRouter overwrites.

Elo 1,412$0.3/1M out

Swap or Add Any Model to this Matchup

Instant pairwise benchmark recalculation across 400+ LLMs

Model A
Model B
Quick vs:vs Claude Opus 4.5vs Claude Opus 4.6vs Claude Sonnet 4.5vs Claude 3.7 Sonnet

Interactive Comparison Diagram

Matchup Breakdown

Tug-of-War Matchup Matrix

Category wins across intelligence, speed, and pricing efficiency.

Grok 4 (4)vsLlama 4 Scout (6)
Grok 4: 4W (40%)Overall: Llama 4 ScoutLlama 4 Scout: 6W (60%)
← Grok 4Llama 4 Scout →
Grok 4 (4/5)

Intelligence & Reasoning

Preference Elo, Coding proficiency, SWE-bench & LiveBench accuracy

Preference Elo
1,488vs1,412
Coding Elo
—vs1,398
SWE-bench
58.6%vs52.4%
LiveBench
64.1%vs59.6%
GPQA Diamond
79%vs71.2%
Grok 4: 4WLlama 4 Scout: 1W
Llama 4 Scout (2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Output speed
98 tok/svs155 tok/s
Time to first token
230 msvs130 ms
Grok 4: 0WLlama 4 Scout: 2W
Llama 4 Scout (3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Output price
$15/1Mvs$0.3/1M
Input price
$3/1Mvs$0.1/1M
Context window
256kvs1.3M
Grok 4: 0WLlama 4 Scout: 3W
Capability Matchup Radar

Multi-Dimensional Capability Radar

Each spoke is a skill. Farther from the center is better (0–100th percentile). Tap any dot to inspect details.

Tap any node to inspect
Percentile 0–100
Dimensional AdvantageEven 3–3
Preference Elo

Grok 4

76 pts advantage

Throughput Speed

Llama 4 Scout

57 tok/s faster

Price Efficiency

Llama 4 Scout

$14.70/1M cheaper

Full Benchmark Score Matrix

—
Elo
High is better
+5%1,488
EloHigh is better
1,412
Code Elo
High is better
—
Code EloHigh is better
1,398
LiveBench
High is better
+8%64.1%
LiveBenchHigh is better
59.6%
SWE-bench
High is better
+12%58.6%
SWE-benchHigh is better
52.4%
GPQA
High is better
+11%79%
GPQAHigh is better
71.2%
TTFT
Low is better
230 ms
TTFTLow is better
130 ms+77%
Speed
High is better
98 tok/s
SpeedHigh is better
155 tok/s+58%
In $
Low is better
$3/1M
In $Low is better
$0.1/1M+2900%
Out $
Low is better
$15/1M
Out $Low is better
$0.3/1M+4900%
Context
High is better
256k
ContextHigh is better
1.3M+412%
Interactive Simulator

Workload Cost & Savings Calculator

Simulate monthly production API costs based on published $/1M tokens.

Save up to 98% with Llama 4 Scout
Monthly Volume50M tokens/mo
Quick Presets:
Token Ratio (In vs Out)70% In / 30% Out
RAG / Search (10% out)Coding / Chat (50% out)
Grok 4$330.00 / mo
In: $105.00Out: $225.00
Llama 4 Scout$8.00 / mo
In: $3.50Out: $4.50
Estimated Cost Delta

Llama 4 Scout is estimated to save $322.00/month ($3,864/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Grok 4:Pick Grok 4 when repo-level coding accuracy is the constraint.
  • 2
    Llama 4 Scout:Pick Llama 4 Scout when you are optimizing output cost.
  • 3
    Llama 4 Scout:Pick Llama 4 Scout when time-to-first-token matters more than peak Elo.

Recommended Workload Routing

Repo / coding agentsGrok 4

Higher SWE-bench (58.6%).

High-volume chatLlama 4 Scout

Lower output list price ($0.3/1M).

Voice / low-latency UILlama 4 Scout

Lower TTFT (130 ms).

Long-document RAGLlama 4 Scout

Larger window (1.3M).

Screenshots / visionGrok 4

Both accept images. Defaulting to the higher-Elo side (Grok 4).

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsGrok 4Higher SWE-bench (58.6%).
High-volume chatLlama 4 ScoutLower output list price ($0.3/1M).
Voice / low-latency UILlama 4 ScoutLower TTFT (130 ms).
Long-document RAGLlama 4 ScoutLarger window (1.3M).
Screenshots / visionGrok 4Both accept images. Defaulting to the higher-Elo side (Grok 4).

Related Editorial Dispatches & Benchmark Notes

View all news
compareAug 16, 2026

Haiku 4.5 vs Llama 4 Scout: cheap Claude versus cheap open Llama

$1/$5 hosted Claude vs a cheap long-context open sibling. The alternative-to-Sonnet pair that is honest.

launchApr 8, 2026

Llama 4 Scout: long-context open sibling of Maverick

Huge window, cheap hosted lists. The Haiku alternative that is actually open-weight.

launchJul 10, 2025

Grok 4 remains the previous xAI flagship on this catalog

2025-07 row. 4.6 is the buy. We keep 4 so upgrade pairs and old inbound links resolve.

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CompareLLM Matrix

Verified head-to-head card

LIVE
VS
xAI

Grok 4

Elo 1,488
LiveBench64.1%
SWE-bench58.6%
Speed98 tok/s
Output cost$15/1M
Meta

Llama 4 Scout

Elo 1,412
LiveBench59.6%
SWE-bench52.4%
Speed155 tok/s
Output cost$0.3/1M

Frequently Asked Questions

Which is better overall, Grok 4 or Llama 4 Scout?
Grok 4 has the higher preference Elo in our latest snapshot (1,488). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Grok 4 or Llama 4 Scout?
Grok 4 leads SWE-bench at 58.6% vs 52.4%. SWE-bench is one harness, not your repo.
Which is cheaper to run in production?
Llama 4 Scout output tokens are $0.3/1M versus $15/1M. Input prices and retry rates still move the real bill.
Which is faster, Grok 4 or Llama 4 Scout?
Llama 4 Scout has the lower time-to-first-token (130 ms vs 230 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Llama 4 Scout accepts 1.3M tokens versus 256k.
Can I self-host either model?
Llama 4 Scout is marked open-weights in our catalog. The other side is a closed API. Check the provider license before you ship weights.
Are these scores from CompareLLM’s own evals?
No. V1 aggregates public leaderboards (and optional first-party latency pings). Each cell names its source and date. Read /methodology.
What does preference Elo mean on this page?
Preference Elo is a crowd vote from LMArena / Arena. People see two hidden answers and pick the one they like more. The model that wins more often gets a higher Elo. That means people preferred it — not that it passed a school test. It is not SWE-bench, not accuracy, and not a number we invent. Grok 4 and Llama 4 Scout Elo cells are dated snapshots from the named source — we do not compute Arena ourselves.

Related news

  • compare · Aug 16, 2026

    Haiku 4.5 vs Llama 4 Scout: cheap Claude versus cheap open Llama

  • launch · Apr 8, 2026

    Llama 4 Scout: long-context open sibling of Maverick

  • launch · Jul 10, 2025

    Grok 4 remains the previous xAI flagship on this catalog

Similar Head-to-Head Comparisons

All Grok 4 matchups →|All Llama 4 Scout matchups →
Grok 4 vs Grok 3 (previous grok)Grok 4 vs Grok 4.6 (next grok)Llama 4 Scout vs Llama 4 Maverick (previous llama)Llama 4 Maverick vs Grok 4Gemini 2.0 Flash Thinking vs Grok 4DeepSeek V4 Flash vs Grok 4