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DeepSeek V4 Pro vs Llama 4 Scout

DeepSeek V4 Pro

DeepSeek

87#40
vs
Llama 4 Scout

Meta

55#165
Signal-by-Signal Comparison
SignalDeepSeek V4 ProDeltaLlama 4 Scout
Capabilities
67
--
67
Benchmarks
88
+36
52
Pricing
99
-1
100
Context window size
96
-2
97
Recency
100
+54
46
Output Capacity
93
+23
70
Overall Result
3 wins
of 6
2 wins
DeepSeek V4 Pro wins 3 of 6 signals

Score History

Score History (24 data points)
DeepSeek V4 ProLlama 4 Scout
DeepSeek V4 Pro

86.7

current score

Leader

DeepSeek V4 Pro

right now

Llama 4 Scout

54.7

current score

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

DeepSeek V4 Pro

DeepSeek

Per request$0.000870
Daily$2.90
Monthly$87.00
Annual$1044.00

Llama 4 Scout

Meta

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

Llama 4 Scout saves you $62.00/month

That's $744.00/year compared to DeepSeek V4 Pro at your current usage level of 100K calls/month.

71% cheaper
Choose Llama 4 Scout for cost optimization

DeepSeek V4 Pro pricing:
Input:$0.43/M tokens
Output:$0.87/M tokens
Llama 4 Scout pricing:
Input:$0.10/M tokens
Output:$0.30/M tokens
Winner
DeepSeek V4 Pro

DeepSeek

87

Composite Score

Llama 4 Scout

Meta

55

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V4 ProLlama 4 ScoutWinner
Overall Score
87
55
DeepSeek V4 Pro
Rank#40#165
DeepSeek V4 Pro
Quality Rank#40#165
DeepSeek V4 Pro
Adoption Rank#40#165
DeepSeek V4 Pro
Parameters------
Context Window1049K1311K
Llama 4 Scout
Pricing$0.43/$0.87/M$0.10/$0.30/M--
Signal Scores
Capabilities
67
67
DeepSeek V4 Pro
Benchmarks
88
52
DeepSeek V4 Pro
Pricing
99
100
Llama 4 Scout
Context window size
96
97
Llama 4 Scout
Recency
100
46
DeepSeek V4 Pro
Output Capacity
93
70
DeepSeek V4 Pro
Benchmark Head-to-Head(9 benchmarks)
DeepSeek V4: 3Llama 4: 0
DeepSeek V4
Llama 4
Normalized 0-100%
MMLU
-79.6%
MMLU-Pro
87.5%74.3%
GPQA Diamond
90.1%57.2%
MATH-500
-50.3%
HumanEval
-74.1%
SWE-bench Verified
80.6%9.1%
BBH
-76%
Arena Elo
1463-
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.

DeepSeek V4 ProElite Tier

Scores 87/100 (rank #40), placing it in the top 87% of all 290 models tracked.

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

Scores 55/100 (rank #165), placing it in the top 43% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

DeepSeek V4 Pro has a 32-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose DeepSeek V4 Pro when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
  • 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
  • Multimodal workflows that require image understanding
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
DeepSeek V4 Pro
Input cost$0.43/M tokens
Output cost$0.87/M tokens
Cost per quality point$0.015
Est. monthly (1M tokens/day)$19.58
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 69% better value per quality point. At 1M tokens/day, you'd spend $6.00/month with Llama 4 Scout vs $19.58/month with DeepSeek V4 Pro - a $13.58 monthly difference.

Latency & Speed
DeepSeek V4 ProFaster
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 V4 Pro

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 V4 Pro

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 (87/100) correlates with better nuance, coherence, and style in long-form content

DeepSeek V4 Pro

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 V4 Pro

DeepSeek V4 Pro clearly outperforms Llama 4 Scout with a significant 32-point lead. For most general use cases, DeepSeek V4 Pro is the stronger choice. However, Llama 4 Scout may still excel in niche scenarios.

DeepSeek V4 Pro
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 - 69% lower pricing; better value at scale
Capability Comparison
CapabilityDeepSeek V4 ProLlama 4 Scout
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)

DeepSeek V4 Pro

DeepSeek

$1.83
estimated monthly cost

Llama 4 Scout

Meta

Best Value
$0.5400
estimated monthly cost

Llama 4 Scout saves you $1.29/month

That's 70% cheaper than DeepSeek V4 Pro 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 V4 ProLlama 4 Scout
Context Window1.0M1.3M
Max Output Tokens384,00016,384
Open SourceYesYes
CreatedApr 24, 2026Apr 5, 2025
Last updated: 54m ago

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DeepSeek V4 Pro vs Llama 4 Scout (2026) | LM Market Cap