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Llama 4 Scout vs Qwen3 8B

Llama 4 Scout

Meta

60#212
vs
Qwen3 8B

Alibaba

61#210
Signal-by-Signal Comparison
SignalLlama 4 ScoutDeltaQwen3 8B
Capabilities
67
--
67
Benchmarks
59
-1
60
Pricing
100
+0
100
Context window size
97
+16
81
Recency
38
-4
42
Output Capacity
67
+5
63
Overall Result
3 wins
of 6
2 wins
Llama 4 Scout wins 3 of 6 signals

Score History

Score History (30 data points)
Llama 4 ScoutQwen3 8B
Llama 4 Scout

60.2

current score

Leader

Qwen3 8B

right now

Qwen3 8B

61

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 8B

Alibaba

Per request$0.000344
Daily$1.15
Monthly$34.45
Annual$413.40

Llama 4 Scout saves you $9.45/month

That's $113.40/year compared to Qwen3 8B at your current usage level of 100K calls/month.

27% cheaper
Choose Llama 4 Scout for cost optimization

Llama 4 Scout pricing:
Input:$0.10/M tokens
Output:$0.30/M tokens
Qwen3 8B pricing:
Input:$0.12/M tokens
Output:$0.45/M tokens
Llama 4 Scout

Meta

60

Composite Score

Winner
Qwen3 8B

Alibaba

61

Composite Score

Signal-by-Signal Comparison
MetricLlama 4 ScoutQwen3 8BWinner
Overall Score
60
61
Qwen3 8B
Rank#212#210
Qwen3 8B
Quality Rank#212#210
Qwen3 8B
Adoption Rank#212#210
Qwen3 8B
Parameters--8B--
Context Window1311K131K
Llama 4 Scout
Pricing$0.10/$0.30/M$0.12/$0.45/M--
Signal Scores
Capabilities
67
67
Llama 4 Scout
Benchmarks
59
60
Qwen3 8B
Pricing
100
100
Llama 4 Scout
Context window size
97
81
Llama 4 Scout
Recency
38
42
Qwen3 8B
Output Capacity
67
63
Llama 4 Scout
Benchmark Head-to-Head(8 benchmarks)
Llama 4: 0Qwen3 8B: 0
Llama 4
Qwen3 8B
Normalized 0-100%
MMLU
79.6%-
MMLU-Pro
74.3%-
GPQA Diamond
57.2%-
MATH-500
50.3%-
HumanEval
74.1%-
BBH
76%-
Arena Elo
-1347
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 60/100 (rank #212), placing it in the top 27% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Qwen3 8BCompetitive

Scores 61/100 (rank #210), placing it in the top 28% 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 8B 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 8B
Input cost$0.12/M tokens
Output cost$0.45/M tokens
Cost per quality point$0.009
Est. monthly (1M tokens/day)$8.58

Llama 4 Scout offers 30% better value per quality point. At 1M tokens/day, you'd spend $6.00/month with Llama 4 Scout vs $8.58/month with Qwen3 8B - a $2.58 monthly difference.

Latency & Speed
Llama 4 ScoutFaster
Speed score0/100
Qwen3 8B
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 (61/100) correlates with better nuance, coherence, and style in long-form content

Qwen3 8B

Image understanding & OCR

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

Llama 4 Scout
Which Should You Choose?
Our recommendation:
Qwen3 8B

Llama 4 Scout and Qwen3 8B are extremely close in overall performance (only 0.7999999999999972 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by Meta

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 30% 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
Qwen3 8B
Recommended

by Alibaba

Consider for specialized use cases.

Capability Comparison
CapabilityLlama 4 ScoutQwen3 8B
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 8B

Alibaba

$0.7566
estimated monthly cost

Llama 4 Scout saves you $0.2166/month

That's 29% cheaper than Qwen3 8B 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 8B
Context Window1.3M131K
Max Output Tokens16,3848,192
Open SourceYesYes
CreatedApr 5, 2025Apr 28, 2025
Last updated: 34m ago

相关对比

Llama 4 Scout vs Qwen3 8B (2026) | LM Market Cap