Skip to content

GPT-4o-mini vs Llama 4 Scout

GPT-4o-mini

OpenAI

69#167
vs
Llama 4 Scout

Meta

55#217
Signal-by-Signal Comparison
SignalGPT-4o-miniDeltaLlama 4 Scout
Capabilities
67
--
67
Benchmarks
76
+24
52
Pricing
99
0
100
Context window size
81
-16
97
Recency
0
-44
44
Output Capacity
70
--
70
Overall Result
1 wins
of 6
3 wins
Llama 4 Scout wins 3 of 6 signals

Score History

Score History (25 data points)
GPT-4o-miniLlama 4 Scout
GPT-4o-mini

69.3

current score

Leader

GPT-4o-mini

right now

Llama 4 Scout

54.7

current score

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

GPT-4o-mini

OpenAI

Per request$0.000450
Daily$1.50
Monthly$45.00
Annual$540.00

Llama 4 Scout

Meta

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

Llama 4 Scout saves you $20.00/month

That's $240.00/year compared to GPT-4o-mini at your current usage level of 100K calls/month.

44% cheaper
Choose Llama 4 Scout for cost optimization

GPT-4o-mini pricing:
Input:$0.15/M tokens
Output:$0.60/M tokens
Llama 4 Scout pricing:
Input:$0.10/M tokens
Output:$0.30/M tokens
Winner
GPT-4o-mini

OpenAI

69

Composite Score

Llama 4 Scout

Meta

55

Composite Score

Signal-by-Signal Comparison
MetricGPT-4o-miniLlama 4 ScoutWinner
Overall Score
69
55
GPT-4o-mini
Rank#167#217
GPT-4o-mini
Quality Rank#167#217
GPT-4o-mini
Adoption Rank#167#217
GPT-4o-mini
Parameters------
Context Window128K1311K
Llama 4 Scout
Pricing$0.15/$0.60/M$0.10/$0.30/M--
Signal Scores
Capabilities
67
67
GPT-4o-mini
Benchmarks
76
52
GPT-4o-mini
Pricing
99
100
Llama 4 Scout
Context window size
81
97
Llama 4 Scout
Recency
0
44
Llama 4 Scout
Output Capacity
70
70
GPT-4o-mini
Benchmark Head-to-Head(13 benchmarks)
GPT-4o-mini: 4Llama 4: 2
GPT-4o-mini
Llama 4
Normalized 0-100%
MMLU
82%79.6%
MMLU-Pro
63.1%74.3%
GPQA Diamond
40.2%57.2%
MATH-500
70.2%50.3%
HumanEval
87.2%74.1%
SWE-bench Verified
-9.1%
GSM8K
93.2%-
IFEval
80.4%-
BBH
80.4%76%
ARC-Challenge
96.4%-
HellaSwag
93%-
Arena Elo
1222-
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.

GPT-4o-miniCompetitive

Scores 69/100 (rank #167), placing it in the top 43% of all 290 models tracked.

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

Scores 55/100 (rank #217), placing it in the top 26% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-4o-mini has a 15-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose GPT-4o-mini 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)
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
GPT-4o-mini
Input cost$0.15/M tokens
Output cost$0.60/M tokens
Cost per quality point$0.011
Est. monthly (1M tokens/day)$11.25
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

Llama 4 Scout offers 47% better value per quality point. At 1M tokens/day, you'd spend $6.00/month with Llama 4 Scout vs $11.25/month with GPT-4o-mini - a $5.25 monthly difference.

Latency & Speed
GPT-4o-miniFaster
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-4o-mini

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-4o-mini

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 (69/100) correlates with better nuance, coherence, and style in long-form content

GPT-4o-mini

Image understanding & OCR

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

GPT-4o-mini
Which Should You Choose?
Our recommendation:
GPT-4o-mini

GPT-4o-mini clearly outperforms Llama 4 Scout with a significant 14.599999999999994-point lead. For most general use cases, GPT-4o-mini is the stronger choice. However, Llama 4 Scout may still excel in niche scenarios.

GPT-4o-mini
Recommended

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

by Meta

  • Choose for Cost - 47% lower pricing; better value at scale
Capability Comparison
CapabilityGPT-4o-miniLlama 4 Scout
Vision (Image Input)
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-4o-mini

OpenAI

$0.9900
estimated monthly cost

Llama 4 Scout

Meta

Best Value
$0.5400
estimated monthly cost

Llama 4 Scout saves you $0.4500/month

That's 45% cheaper than GPT-4o-mini 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-4o-miniLlama 4 Scout
Context Window128K1.3M
Max Output Tokens16,38416,384
Open SourceNoYes
CreatedJul 18, 2024Apr 5, 2025
Last updated: 30m ago

Related comparisons

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