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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. Llama 4 Scout vs Qwen QwQ 32B

Pairwise benchmark snapshot · Aug 16, 2026

Llama 4 Scout vs Qwen QwQ 32B benchmark

In this head-to-head showdown, Qwen QwQ 32B delivers higher overall intelligence and human-preferred responses (Elo 1,495 vs 1,412), while Qwen QwQ 32B leads in SWE-bench software engineering benchmarks (67.5%), while Llama 4 Scout is more budget-friendly at $0.3/1M 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: Choose Qwen QwQ 32B if your priority is peak reasoning, complex code generation, and top preference Elo. Choose Llama 4 Scout if you are optimizing for low latency, high throughput, and cost-efficient API deployment.
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Verified Head-to-Head Advantage Breakdown

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

Llama 4 Scout (5)Qwen QwQ 32B (5)
Llama 4 Scout
5 of 10 Wins
✓Time to first token✓Output speed✓Input price✓Output price✓Context window
Qwen QwQ 32B
5 of 10 Wins
✓Preference Elo✓Coding Elo✓LiveBench✓SWE-bench✓GPQA Diamond
Meta
Leads 5 of 10 metrics
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
Alibaba
Leads 5 of 10 metrics
Qwen QwQ 32B

Alibaba specialized open reasoning model competing with frontier closed reasoning models.

QwQ ReasoningElo 1,495$1.2/1M out

Llama 4 Series Lineage & Sibling Variants

2 models

Currently comparing Llama 4 Scout vs Qwen QwQ 32B. Alternative family tiers available.

Active: Llama 4 Scout
Llama 4 Maverick$0.6

Qwen QwQ 32B Thinking Depth & Cost Scaler

Model B

Simulate accuracy gains vs added response time & token cost

Mode: High (Max QwQ CoT)

Reasoning models “think before answering” by generating internal reasoning tokens. Higher effort improves math, coding, and logic accuracy, but increases response delay and token costs.

Thinking Delay
960 ms
3× delay
Reasoning Depth
~7,200
Internal tokens
Cost / 1k Calls
$9.15
17.9× standard bill
Accuracy Boost
+11.8% accuracy
STEM & SWE-bench
Top Rival Showdowns for Llama 4 Scout
All Matchups
Compare vs:vs Claude Opus 4.5vs GPT-5vs Gemini 3 Provs Grok 4.6vs DeepSeek V4 Pro
Preference LeaderQwen QwQ 32B Wins

Qwen QwQ 32B

Δ 83 Arena Elo pts

Throughput LeaderLlama 4 Scout Wins

Llama 4 Scout

155 tok/s

Value per Dollar LeaderLlama 4 Scout Wins

Llama 4 Scout

$0.3 / 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
Percentile 0–100
Head-to-Head Comparison

Overall Matchup Breakdown

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

Llama 4 Scout (5)vsQwen QwQ 32B (5)
Llama 4 Scout: 5W (50%)Overall: Even matchupQwen QwQ 32B: 5W (50%)
← Llama 4 ScoutQwen QwQ 32B →
🏆Qwen QwQ 32B(5/5)

Intelligence & Reasoning

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

Benchmark
Llama 4 ScoutvsQwen QwQ 32B
Preference Elo
1,412vs1,495+83
Coding Elo
1,398vs1,520+122
SWE-bench
52.4%vs67.5%+15.1%
LiveBench
59.6%vs68%+8.4%
GPQA Diamond
71.2%vs83.2%+12%
Llama 4 Scout: 0WQwen QwQ 32B: 5W
🏆Llama 4 Scout(2/2)

Speed & Latency

Generation throughput and time to first token responsiveness

Benchmark
Llama 4 ScoutvsQwen QwQ 32B
Output speed
155 tok/svs68 tok/s+87 tok/s
Time to first token
130 msvs320 ms+190 ms
Llama 4 Scout: 2WQwen QwQ 32B: 0W
🏆Llama 4 Scout(3/3)

Pricing & Capacity

Cost per million tokens and max context window length

Benchmark
Llama 4 ScoutvsQwen QwQ 32B
Output price
$0.3/1Mvs$1.2/1M+$0.9/1M
Input price
$0.08/1Mvs$0.3/1M+$0.22/1M
Context window
10Mvs131k+9.9M
Llama 4 Scout: 3WQwen QwQ 32B: 0W

Side-by-Side Benchmark Matrix

Preference Elo+83
Llama 4 Scout1,412
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B1,495
seed-bootstrap · Aug 1, 2026
Coding Elo+122
Llama 4 Scout1,398
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B1,520
seed-bootstrap · Aug 1, 2026
LiveBench+8.4%
Llama 4 Scout59.6%
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B68%
seed-bootstrap · Aug 1, 2026
SWE-bench+15.1%
Llama 4 Scout52.4%
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B67.5%
seed-bootstrap · Aug 1, 2026
GPQA Diamond+12%
Llama 4 Scout71.2%
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B83.2%
seed-bootstrap · Aug 1, 2026
Time to first token+190 ms
Llama 4 Scout130 ms
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B320 ms
seed-bootstrap · Aug 1, 2026
Output speed+87 tok/s
Llama 4 Scout155 tok/s
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B68 tok/s
seed-bootstrap · Aug 1, 2026
Input price+$0.22/1M
Llama 4 Scout$0.08/1M
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B$0.3/1M
seed-bootstrap · Aug 1, 2026
Output price+$0.9/1M
Llama 4 Scout$0.3/1M
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B$1.2/1M
seed-bootstrap · Aug 1, 2026
Context window+9.9M
Llama 4 Scout10M
seed-bootstrap · Aug 16, 2026
Qwen QwQ 32B131k
seed-bootstrap · Aug 1, 2026
BenchmarkLlama 4 ScoutQwen QwQ 32BAdvantage Delta
Preference Elo
1,412
seed-bootstrap · Aug 16, 2026
1,495
seed-bootstrap · Aug 1, 2026
+83
Coding Elo
1,398
seed-bootstrap · Aug 16, 2026
1,520
seed-bootstrap · Aug 1, 2026
+122
LiveBench
59.6%
seed-bootstrap · Aug 16, 2026
68%
seed-bootstrap · Aug 1, 2026
+8.4%
SWE-bench
52.4%
seed-bootstrap · Aug 16, 2026
67.5%
seed-bootstrap · Aug 1, 2026
+15.1%
GPQA Diamond
71.2%
seed-bootstrap · Aug 16, 2026
83.2%
seed-bootstrap · Aug 1, 2026
+12%
Time to first token
130 ms
seed-bootstrap · Aug 16, 2026
320 ms
seed-bootstrap · Aug 1, 2026
+190 ms
Output speed
155 tok/s
seed-bootstrap · Aug 16, 2026
68 tok/s
seed-bootstrap · Aug 1, 2026
+87 tok/s
Input price
$0.08/1M
seed-bootstrap · Aug 16, 2026
$0.3/1M
seed-bootstrap · Aug 1, 2026
+$0.22/1M
Output price
$0.3/1M
seed-bootstrap · Aug 16, 2026
$1.2/1M
seed-bootstrap · Aug 1, 2026
+$0.9/1M
Context window
10M
seed-bootstrap · Aug 16, 2026
131k
seed-bootstrap · Aug 1, 2026
+9.9M
Interactive Simulator (USD)

Workload Cost & Savings Calculator

Simulate monthly production API costs in USD (US Dollar).

Save up to 74% 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)
Llama 4 Scout$7.30 / mo
In: $2.8Out: $4.5
Qwen QwQ 32B$28.50 / mo
In: $10.5Out: $18
Estimated Cost Delta

Llama 4 Scout is estimated to save $21.20/month ($254/year).

Based on 50M tokens (30% gen)

Key Selection Recommendations

  • 1
    Qwen QwQ 32B:Pick Qwen QwQ 32B 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 agentsQwen QwQ 32B

Higher SWE-bench (67.5%).

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 (10M).

Screenshots / visionLlama 4 Scout

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

Target WorkloadRecommended PickEvaluation Rationale
Repo / coding agentsQwen QwQ 32BHigher SWE-bench (67.5%).
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 (10M).
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
Meta

Llama 4 Scout

Elo 1,412
SWE-bench52.4%
Speed (tok/s)155 tok/s
Input / 1M Tokens$0.08/1M
Output / 1M Tokens$0.3/1M
Alibaba

Qwen QwQ 32B

Elo 1,495
SWE-bench67.5%
Speed (tok/s)68 tok/s
Input / 1M Tokens$0.3/1M
Output / 1M Tokens$1.2/1M

Frequently Asked Questions

Which is better overall, Llama 4 Scout or Qwen QwQ 32B?
Qwen QwQ 32B has the higher preference Elo in our latest snapshot (1,495). “Better” still depends on coding, price, and latency — see the table.
Which is better at coding, Llama 4 Scout or Qwen QwQ 32B?
Qwen QwQ 32B leads SWE-bench at 67.5% 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 $1.2/1M. Input prices and retry rates still move the real bill.
Which is faster, Llama 4 Scout or Qwen QwQ 32B?
Llama 4 Scout has the lower time-to-first-token (130 ms vs 320 ms). Tokens/sec is a separate column if you care about long completions.
Which has the larger context window?
Llama 4 Scout accepts 10M tokens versus 131k.
Can I self-host either model?
Both Llama 4 Scout and Qwen QwQ 32B are marked open-weights. Hosting cost is not in this table.
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. Llama 4 Scout and Qwen QwQ 32B 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 Llama 4 Scout matchups →|All Qwen QwQ 32B matchups →
Llama 4 Scout vs Llama 4 Maverick (previous llama)Qwen QwQ 32B vs Qwen3 235B (previous qwen)Llama 4 Maverick vs Qwen QwQ 32BQwen 2.5 Coder 32B vs Llama 4 ScoutQwen3.8 27B vs Llama 4 ScoutQwen 3 Max vs Qwen QwQ 32B