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Llama 4 Scout vs Qwen3 235B A22B

Llama 4 Scout

Meta

55#162
vs
Qwen3 235B A22B

Alibaba

54#164
Signal-by-Signal Comparison
SignalLlama 4 ScoutDeltaQwen3 235B A22B
Capabilities
67
--
67
Benchmarks
52
-3
55
Pricing
100
+2
98
Context window size
97
+16
81
Recency
45
-4
49
Output Capacity
70
+5
65
Overall Result
3 wins
of 6
2 wins
Llama 4 Scout wins 3 of 6 signals

Score History

Score History (25 data points)
Llama 4 ScoutQwen3 235B A22B
Llama 4 Scout

54.7

current score

Leader

Llama 4 Scout

right now

Qwen3 235B A22B

54

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

Llama 4 Scout

Meta

Best Value
Per request$0.000250
Daily$0.83
Monthly$25.00
Annual$300.00

Qwen3 235B A22B

Alibaba

Per request$0.001365
Daily$4.55
Monthly$136.50
Annual$1638.00

Llama 4 Scout saves you $111.50/month

That's $1338.00/year compared to Qwen3 235B A22B at your current usage level of 100K calls/month.

82% cheaper
Choose Llama 4 Scout for cost optimization

Llama 4 Scout pricing:
Input:$0.10/M tokens
Output:$0.30/M tokens
Qwen3 235B A22B pricing:
Input:$0.45/M tokens
Output:$1.82/M tokens
Winner
Llama 4 Scout

Meta

55

Composite Score

Qwen3 235B A22B

Alibaba

54

Composite Score

Signal-by-Signal Comparison
MetricLlama 4 ScoutQwen3 235B A22BWinner
Overall Score
55
54
Llama 4 Scout
Rank#162#164
Llama 4 Scout
Quality Rank#162#164
Llama 4 Scout
Adoption Rank#162#164
Llama 4 Scout
Parameters--235B--
Context Window1311K131K
Llama 4 Scout
Pricing$0.10/$0.30/M$0.45/$1.82/M--
Signal Scores
Capabilities
67
67
Llama 4 Scout
Benchmarks
52
55
Qwen3 235B A22B
Pricing
100
98
Llama 4 Scout
Context window size
97
81
Llama 4 Scout
Recency
45
49
Qwen3 235B A22B
Output Capacity
70
65
Llama 4 Scout
Benchmark Head-to-Head(8 benchmarks)
Llama 4: 1Qwen3 235B: 0
Llama 4
Qwen3 235B
Normalized 0-100%
MMLU
79.6%-
MMLU-Pro
74.3%68.2%
GPQA Diamond
57.2%-
MATH-500
50.3%-
HumanEval
74.1%-
SWE-bench Verified
9.1%-
BBH
76%-
BigCodeBench
16.9%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

Llama 4 ScoutCompetitive

Scores 55/100 (rank #162), placing it in the top 44% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Qwen3 235B A22BCompetitive

Scores 54/100 (rank #164), placing it in the top 44% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 1-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose Llama 4 Scout when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1311K token context)
  • Multimodal workflows that require image understanding
  • Self-hosted deployments where you need full control over the model

Choose Qwen3 235B A22B when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
Llama 4 ScoutBest Value
Input cost$0.10/M tokens
Output cost$0.30/M tokens
Cost per quality point$0.007
Est. monthly (1M tokens/day)$6.00
Qwen3 235B A22B
Input cost$0.45/M tokens
Output cost$1.82/M tokens
Cost per quality point$0.042
Est. monthly (1M tokens/day)$34.13

Llama 4 Scout offers 82% better value per quality point. At 1M tokens/day, you'd spend $6.00/month with Llama 4 Scout vs $34.13/month with Qwen3 235B A22B - a $28.13 monthly difference.

Latency & Speed
Llama 4 ScoutFaster
Speed score0/100
Qwen3 235B A22B
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

Llama 4 Scout

Customer support chatbot

Suitable for user-facing chat with competitive response times. Llama 4 Scout also offers lower per-token costs for high-volume support

Llama 4 Scout

Long document analysis

Larger context window (1311K tokens) can process longer documents, contracts, and research papers in a single pass

Llama 4 Scout

Batch data extraction

Lower output pricing ($0.30/M) reduces costs when processing thousands of records daily

Llama 4 Scout

Creative writing & content

Higher overall composite score (55/100) correlates with better nuance, coherence, and style in long-form content

Llama 4 Scout

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

Llama 4 Scout
Which Should You Choose?
Our recommendation:
Llama 4 Scout

Llama 4 Scout and Qwen3 235B A22B are extremely close in overall performance (only 0.7000000000000028 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

Llama 4 Scout
Recommended

by Meta

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 82% lower pricing; better value at scale
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by Alibaba

Consider for specialized use cases.

Capability Comparison
CapabilityLlama 4 ScoutQwen3 235B A22B
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

Llama 4 Scout

Meta

Best Value
$0.5400
estimated monthly cost

Qwen3 235B A22B

Alibaba

$3.00
estimated monthly cost

Llama 4 Scout saves you $2.46/month

That's 82% cheaper than Qwen3 235B A22B at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
ParameterLlama 4 ScoutQwen3 235B A22B
Context Window1.3M131K
Max Output Tokens16,3848,192
Open SourceYesYes
CreatedApr 5, 2025Apr 28, 2025
Last updated: 6m ago

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