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Llama 4 Scout vs Nova 2 Lite

Llama 4 Scout

Meta

60#211
vs
Nova 2 Lite

Amazon

60#210
Signal-by-Signal Comparison
SignalLlama 4 ScoutDeltaNova 2 Lite
Capabilities
67
--
67
Benchmarks
59
+1
58
Pricing
100
+2
98
Context window size
97
+2
95
Recency
39
-44
83
Output Capacity
67
-10
77
Overall Result
3 wins
of 6
2 wins
Llama 4 Scout wins 3 of 6 signals

Score History

Score History (29 data points)
Llama 4 ScoutNova 2 Lite
Llama 4 Scout

60.2

current score

Leader

Nova 2 Lite

right now

Nova 2 Lite

60.4

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

Nova 2 Lite

Amazon

Per request$0.001550
Daily$5.17
Monthly$155.00
Annual$1860.00

Llama 4 Scout saves you $130.00/month

That's $1560.00/year compared to Nova 2 Lite at your current usage level of 100K calls/month.

84% cheaper
Choose Llama 4 Scout for cost optimization

Llama 4 Scout pricing:
Input:$0.10/M tokens
Output:$0.30/M tokens
Nova 2 Lite pricing:
Input:$0.30/M tokens
Output:$2.50/M tokens
Llama 4 Scout

Meta

60

Composite Score

Winner
Nova 2 Lite

Amazon

60

Composite Score

Signal-by-Signal Comparison
MetricLlama 4 ScoutNova 2 LiteWinner
Overall Score
60
60
Nova 2 Lite
Rank#211#210
Nova 2 Lite
Quality Rank#211#210
Nova 2 Lite
Adoption Rank#211#210
Nova 2 Lite
Parameters------
Context Window1311K1000K
Llama 4 Scout
Pricing$0.10/$0.30/M$0.30/$2.50/M--
Signal Scores
Capabilities
67
67
Llama 4 Scout
Benchmarks
59
58
Llama 4 Scout
Pricing
100
98
Llama 4 Scout
Context window size
97
95
Llama 4 Scout
Recency
39
83
Nova 2 Lite
Output Capacity
67
77
Nova 2 Lite
Benchmark Head-to-Head(8 benchmarks)
Llama 4: 0Nova 2: 0
Llama 4
Nova 2
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
-1336
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 #211), placing it in the top 28% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
Nova 2 LiteCompetitive

Scores 60/100 (rank #210), placing it in the top 28% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 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 Llama 4 Scout when you need:

  • High-volume production workloads where API costs must be minimized
  • Self-hosted deployments where you need full control over the model

Choose Nova 2 Lite when you need:

  • Step-by-step reasoning and chain-of-thought problem solving
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
Nova 2 Lite
Input cost$0.30/M tokens
Output cost$2.50/M tokens
Cost per quality point$0.046
Est. monthly (1M tokens/day)$42.00

Llama 4 Scout offers 86% better value per quality point. At 1M tokens/day, you'd spend $6.00/month with Llama 4 Scout vs $42.00/month with Nova 2 Lite - a $36.00 monthly difference.

Latency & Speed
Llama 4 ScoutFaster
Speed score0/100
Nova 2 Lite
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 (60/100) correlates with better nuance, coherence, and style in long-form content

Nova 2 Lite

Image understanding & OCR

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

Llama 4 Scout
Which Should You Choose?
Our recommendation:
Nova 2 Lite

Llama 4 Scout and Nova 2 Lite are extremely close in overall performance (only 0.19999999999999574 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 - 86% 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
Nova 2 Lite
Recommended

by Amazon

Consider for specialized use cases.

Capability Comparison
CapabilityLlama 4 ScoutNova 2 Lite
Vision (Image Input)
Function Calling
Streaming
JSON Modediffers
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

Nova 2 Lite

Amazon

$3.54
estimated monthly cost

Llama 4 Scout saves you $3.00/month

That's 85% cheaper than Nova 2 Lite 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 ScoutNova 2 Lite
Context Window1.3M1M
Max Output Tokens16,38465,535
Open SourceYesNo
CreatedApr 5, 2025Dec 2, 2025
Last updated: 53m ago

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