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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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  2. Comparisons
  3. Auto Router vs Llama 4 Scout

Pairwise benchmark snapshot · Aug 17, 2026noindex (thin pair)

Auto Router vs Llama 4 Scout benchmark

In this head-to-head showdown, Auto Router is more budget-friendly at $-1,000,000/1M per 1M output tokens. Review the complete breakdown below to determine which model best fits your performance and budget requirements.

Executive Comparison Verdict

Bottom Line: Both Auto Router and Llama 4 Scout present distinct architectural strengths. Compare the verified benchmark matrix below to choose the model tailored to your specific application requirements.
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Verified Head-to-Head Advantage Breakdown

3 direct benchmark disciplines evaluated across capability, speed, and cost

Auto Router (3)Llama 4 Scout (0)
Auto Router
3 of 3 Wins
✓Input price✓Output price✓Context window
Llama 4 Scout
0 of 3 Wins
Competitive baseline across remaining benchmarks
openrouter
Leads 3 of 3 metrics
Auto Router

Auto-discovered from OpenRouter (openrouter/auto). Preview until a second source matches.

$-1000000/1M 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.

Scout 10M CtxElo 1,412$0.3/1M out
Top Rival Showdowns for Auto Router
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference Leader

No shared data

Single model data

Throughput Leader

No shared data

No latency data

Value per Dollar LeaderAuto Router Wins

Auto Router

$-1000000 / 1M output

Capability Percentiles

Relative percentile scores computed across all active models in the benchmark catalog.

Multi-Dimensional Capability Radar

Leaders Matchup Capability Radar

Comparing top Western standard models with China's leading frontier rival across 6 skill dimensions. Tap any spoke or dot to inspect.

Tap any node to inspect
0–100 %ile
Head-to-Head Comparison

Overall Matchup Breakdown

Category wins across reasoning intelligence, generation speed, and token cost.

Auto Router (3)vsLlama 4 Scout (7)
Auto Router: 3W (30%)Overall: Llama 4 ScoutLlama 4 Scout: 7W (70%)
← Auto RouterLlama 4 Scout →
🏆Llama 4 Scout(5/5)

Intelligence & Reasoning

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

Benchmark
Auto RoutervsLlama 4 Scout
Preference Elo
—vs1,412
Coding Elo
—vs1,398
SWE-bench
—vs52.4%
LiveBench
—vs59.6%
GPQA Diamond
—vs71.2%
Auto Router: 0WLlama 4 Scout: 5W
🏆Llama 4 Scout(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Auto RoutervsLlama 4 Scout
Output speed
—vs155 tok/s
Time to first token
—vs130 ms
Auto Router: 0WLlama 4 Scout: 2W
🏆Auto Router(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Auto RoutervsLlama 4 Scout
Output price
$-1,000,000/1Mvs$0.3/1M+$1,000,000/1M
Input price
$-1,000,000/1Mvs$0.1/1M+$1,000,000/1M
Context window
2Mvs1.3M+689k
Auto Router: 3WLlama 4 Scout: 0W

Side-by-Side Benchmark Matrix

Preference Elo
Auto Router—
Llama 4 Scout1,412
lmarena · Aug 16, 2026
Coding Elo
Auto Router—
Llama 4 Scout1,398
lmarena · Aug 16, 2026
LiveBench
Auto Router—
Llama 4 Scout59.6%
livebench · Aug 16, 2026
SWE-bench
Auto Router—
Llama 4 Scout52.4%
swebench · Aug 16, 2026
GPQA Diamond
Auto Router—
Llama 4 Scout71.2%
seed-bootstrap · Aug 16, 2026
Time to first token
Auto Router—
Llama 4 Scout130 ms
seed-bootstrap · Aug 16, 2026
Output speed
Auto Router—
Llama 4 Scout155 tok/s
seed-bootstrap · Aug 16, 2026
Input price+$1,000,000/1M
Auto Router$-1,000,000/1M
openrouter · Aug 17, 2026
Llama 4 Scout$0.1/1M
openrouter · Aug 17, 2026
Output price+$1,000,000/1M
Auto Router$-1,000,000/1M
openrouter · Aug 17, 2026
Llama 4 Scout$0.3/1M
openrouter · Aug 17, 2026
Context window+689k
Auto Router2M
openrouter · Aug 17, 2026
Llama 4 Scout1.3M
openrouter · Aug 17, 2026
BenchmarkAuto RouterLlama 4 ScoutAdvantage Delta
Preference Elo—
1,412
lmarena · Aug 16, 2026
—
Coding Elo—
1,398
lmarena · Aug 16, 2026
—
LiveBench—
59.6%
livebench · Aug 16, 2026
—
SWE-bench—
52.4%
swebench · Aug 16, 2026
—
GPQA Diamond—
71.2%
seed-bootstrap · Aug 16, 2026
—
Time to first token—
130 ms
seed-bootstrap · Aug 16, 2026
—
Output speed—
155 tok/s
seed-bootstrap · Aug 16, 2026
—
Input price
$-1,000,000/1M
openrouter · Aug 17, 2026
$0.1/1M
openrouter · Aug 17, 2026
+$1,000,000/1M
Output price
$-1,000,000/1M
openrouter · Aug 17, 2026
$0.3/1M
openrouter · Aug 17, 2026
+$1,000,000/1M
Context window
2M
openrouter · Aug 17, 2026
1.3M
openrouter · Aug 17, 2026
+689k

Key Selection Recommendations

  • 1
    Auto Router:Pick Auto Router when you are optimizing output cost.
  • 2
    Auto Router:Pick Auto Router for million-token RAG or long-document jobs.

Recommended Workload Routing

Repo / coding agentsinsufficient data

Need SWE-bench on both sides.

High-volume chatAuto Router

Lower output list price ($-1,000,000/1M).

Voice / low-latency UIinsufficient data

Need TTFT on both sides.

Long-document RAGAuto Router

Larger window (2M).

Screenshots / visionLlama 4 Scout

Llama 4 Scout is the side marked multimodal in the catalog.

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsinsufficient dataNeed SWE-bench on both sides.
High-volume chatAuto RouterLower output list price ($-1,000,000/1M).
Voice / low-latency UIinsufficient dataNeed TTFT on both sides.
Long-document RAGAuto RouterLarger window (2M).
Screenshots / visionLlama 4 ScoutLlama 4 Scout is the side marked multimodal in the catalog.

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.

Community Sentiment

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CompareLLM AI Matrix

Verified Head-to-Head Telemetry

LIVE BENCHMARK
VS
openrouter

Auto Router

Elo n/a
SWE-bench—
Speed (tok/s)2M
Input / 1M Tokens$-1,000,000/1M
Output / 1M Tokens$-1,000,000/1M
Meta

Llama 4 Scout

Elo 1,412
SWE-bench52.4%
Speed (tok/s)155 tok/s
Input / 1M Tokens$0.1/1M
Output / 1M Tokens$0.3/1M

Frequently Asked Questions

Which is better overall, Auto Router or Llama 4 Scout?
We do not have preference Elo for both models, so we do not declare an overall winner. Compare the metrics that exist.
Which is better at coding, Auto Router or Llama 4 Scout?
SWE-bench is missing for at least one model, so we do not rank coding from a single number.
Which is cheaper to run in production?
Auto Router output tokens are $-1,000,000/1M versus $0.3/1M. Input prices and retry rates still move the real bill.
Which is faster, Auto Router or Llama 4 Scout?
We do not have TTFT for both models.
Which has the larger context window?
Auto Router accepts 2M tokens versus 1.3M.
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. Auto Router 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

Similar Head-to-Head Comparisons

All Auto Router matchups →|All Llama 4 Scout matchups →
Llama 4 Scout vs Llama 4 Maverick (previous llama)Llama 3.3 70B vs Llama 4 ScoutLlama 3.1 70B vs Llama 4 ScoutLlama 3.1 405B vs Llama 4 ScoutClaude Opus 4.5 vs Llama 4 ScoutClaude Opus 4.6 vs Llama 4 Scout