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DeepSeek V3 0324 vs Llama 4 Scout

DeepSeek V3 0324

DeepSeek

72#107
vs
Llama 4 Scout

Meta

60#159
Signal-by-Signal Comparison
SignalDeepSeek V3 0324DeltaLlama 4 Scout
Capabilities
50
-17
67
Benchmarks
72
+14
59
Pricing
99
-1
100
Context window size
83
-14
97
Recency
25
-2
27
Output Capacity
81
+14
67
Overall Result
2 wins
of 6
4 wins
Llama 4 Scout wins 4 of 6 signals

Score History

Score History (38 data points)
DeepSeek V3 0324Llama 4 Scout
DeepSeek V3 0324

71.8

current score

Leader

DeepSeek V3 0324

right now

Llama 4 Scout

60.2

current score

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

DeepSeek V3 0324

DeepSeek

Per request$0.000860
Daily$2.87
Monthly$86.00
Annual$1032.00

Llama 4 Scout

Meta

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

Llama 4 Scout saves you $61.00/month

That's $732.00/year compared to DeepSeek V3 0324 at your current usage level of 100K calls/month.

71% cheaper
Choose Llama 4 Scout for cost optimization

DeepSeek V3 0324 pricing:
Input:$0.29/M tokens
Output:$1.14/M tokens
Llama 4 Scout pricing:
Input:$0.10/M tokens
Output:$0.30/M tokens
Winner
DeepSeek V3 0324

DeepSeek

72

Composite Score

Llama 4 Scout

Meta

60

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V3 0324Llama 4 ScoutWinner
Overall Score
72
60
DeepSeek V3 0324
Rank#107#159
DeepSeek V3 0324
Quality Rank#107#159
DeepSeek V3 0324
Adoption Rank#107#159
DeepSeek V3 0324
Parameters------
Context Window164K1311K
Llama 4 Scout
Pricing$0.29/$1.14/M$0.10/$0.30/M--
Signal Scores
Capabilities
50
67
Llama 4 Scout
Benchmarks
72
59
DeepSeek V3 0324
Pricing
99
100
Llama 4 Scout
Context window size
83
97
Llama 4 Scout
Recency
25
27
Llama 4 Scout
Output Capacity
81
67
DeepSeek V3 0324
Benchmark Head-to-Head(10 benchmarks)
DeepSeek V3: 7Llama 4: 0
DeepSeek V3
Llama 4
Normalized 0-100%
MMLU
89.2%79.6%
MMLU-Pro
77.5%74.3%
GPQA Diamond
62.5%57.2%
MATH-500
92%50.3%
HumanEval
84.5%74.1%
IFEval
89%-
BBH
88%76%
Arena Elo
1345-
LiveBench
53.3%-
BigCodeBench
27.7%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.

DeepSeek V3 0324Strong Performer

Scores 72/100 (rank #107), placing it in the top 63% of all 290 models tracked.

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

Scores 60/100 (rank #159), placing it in the top 46% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

DeepSeek V3 0324 has a 12-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose DeepSeek V3 0324 when you need:

  • Self-hosted deployments where you need full control over the 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
Cost-Performance Analysis
DeepSeek V3 0324
Input cost$0.29/M tokens
Output cost$1.14/M tokens
Cost per quality point$0.020
Est. monthly (1M tokens/day)$21.45
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 72% better value per quality point. At 1M tokens/day, you'd spend $6.00/month with Llama 4 Scout vs $21.45/month with DeepSeek V3 0324 - a $15.45 monthly difference.

Latency & Speed
DeepSeek V3 0324Faster
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

DeepSeek V3 0324

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

DeepSeek V3 0324

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 (72/100) correlates with better nuance, coherence, and style in long-form content

DeepSeek V3 0324

Image understanding & OCR

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

Llama 4 Scout
Which Should You Choose?
Our recommendation:
DeepSeek V3 0324

DeepSeek V3 0324 clearly outperforms Llama 4 Scout with a significant 11.599999999999994-point lead. For most general use cases, DeepSeek V3 0324 is the stronger choice. However, Llama 4 Scout may still excel in niche scenarios.

DeepSeek V3 0324
Recommended

by DeepSeek

  • 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 - 72% lower pricing; better value at scale
Capability Comparison
CapabilityDeepSeek V3 0324Llama 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)

DeepSeek V3 0324

DeepSeek

$1.89
estimated monthly cost

Llama 4 Scout

Meta

Best Value
$0.5400
estimated monthly cost

Llama 4 Scout saves you $1.35/month

That's 71% cheaper than DeepSeek V3 0324 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
ParameterDeepSeek V3 0324Llama 4 Scout
Context Window164K1.3M
Max Output Tokens115,20016,384
Open SourceYesYes
CreatedMar 24, 2025Apr 5, 2025
Last updated: 2m ago

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DeepSeek V3 0324 vs Llama 4 Scout (2026) | LM Market Cap