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GPT-4 vs Llama 4 Scout

GPT-4

OpenAI

60#173
vs
Llama 4 Scout

Meta

60#172
Signal-by-Signal Comparison
SignalGPT-4DeltaLlama 4 Scout
Capabilities
50
-17
67
Benchmarks
61
+2
59
Pricing
40
-59
99
Context window size
62
-35
97
Recency
0
-32
32
Output Capacity
58
-23
81
Overall Result
1 wins
of 6
5 wins
Llama 4 Scout wins 5 of 6 signals

Score History

Score History (35 data points)
GPT-4Llama 4 Scout
GPT-4

60

current score

Leader

Llama 4 Scout

right now

Llama 4 Scout

60.2

current score

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

GPT-4

OpenAI

Per request$0.060000
Daily$200.00
Monthly$6000.00
Annual$72000.00

Llama 4 Scout

Meta

Best Value
Per request$0.000475
Daily$1.58
Monthly$47.50
Annual$570.00

Llama 4 Scout saves you $5952.50/month

That's $71430.00/year compared to GPT-4 at your current usage level of 100K calls/month.

99% cheaper
Choose Llama 4 Scout for cost optimization

GPT-4 pricing:
Input:$30.00/M tokens
Output:$60.00/M tokens
Llama 4 Scout pricing:
Input:$0.18/M tokens
Output:$0.59/M tokens
GPT-4

OpenAI

60

Composite Score

Winner
Llama 4 Scout

Meta

60

Composite Score

Signal-by-Signal Comparison
MetricGPT-4Llama 4 ScoutWinner
Overall Score
60
60
Llama 4 Scout
Rank#173#172
Llama 4 Scout
Quality Rank#173#172
Llama 4 Scout
Adoption Rank#173#172
Llama 4 Scout
Parameters------
Context Window8K1311K
Llama 4 Scout
Pricing$30.00/$60.00/M$0.18/$0.59/M--
Signal Scores
Capabilities
50
67
Llama 4 Scout
Benchmarks
61
59
GPT-4
Pricing
40
99
Llama 4 Scout
Context window size
62
97
Llama 4 Scout
Recency
0
32
Llama 4 Scout
Output Capacity
58
81
Llama 4 Scout
Benchmark Head-to-Head(7 benchmarks)
GPT-4: 2Llama 4: 0
GPT-4
Llama 4
Normalized 0-100%
MMLU
-79.6%
MMLU-Pro
-74.3%
GPQA Diamond
-57.2%
MATH-500
-50.3%
HumanEval
88.4%74.1%
BBH
-76%
BigCodeBench
46%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.

GPT-4Competitive

Scores 60/100 (rank #173), placing it in the top 41% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Llama 4 ScoutCompetitive

Scores 60/100 (rank #172), placing it in the top 41% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 0-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 GPT-4 when you need:

  • Budget-friendly applications with moderate quality requirements

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
Cost-Performance Analysis
GPT-4
Input cost$30.00/M tokens
Output cost$60.00/M tokens
Cost per quality point$1.500
Est. monthly (1M tokens/day)$1350.00
Llama 4 ScoutBest Value
Input cost$0.18/M tokens
Output cost$0.59/M tokens
Cost per quality point$0.013
Est. monthly (1M tokens/day)$11.55

Llama 4 Scout offers 99% better value per quality point. At 1M tokens/day, you'd spend $11.55/month with Llama 4 Scout vs $1350.00/month with GPT-4 - a $1338.45 monthly difference.

Latency & Speed
GPT-4Faster
Speed score0/100
Llama 4 Scout
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

GPT-4

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

GPT-4

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 ($0.59/M) reduces costs when processing thousands of records daily

Llama 4 Scout

Creative writing & content

Higher overall composite score (60/100) 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

GPT-4 and Llama 4 Scout are extremely close in overall performance (only 0.20000000000000284 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • 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
Llama 4 Scout
Recommended

by Meta

  • Choose for Cost - 99% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-4Llama 4 Scout
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoning
Web Search
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

GPT-4

OpenAI

$126.00
estimated monthly cost

Llama 4 Scout

Meta

Best Value
$1.03
estimated monthly cost

Llama 4 Scout saves you $124.97/month

That's 99% cheaper than GPT-4 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
ParameterGPT-4Llama 4 Scout
Context Window8K1.3M
Max Output Tokens4,096117,964
Open SourceNoYes
CreatedMay 28, 2023Apr 5, 2025
Last updated: 57m ago

相关对比

GPT-4 vs Llama 4 Scout (2026) | LM Market Cap