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Llama 4 Scout vs MiniMax M2-her

Llama 4 Scout

Meta

55#158
vs
MiniMax M2-her

MiniMax

57#156
Signal-by-Signal Comparison
SignalLlama 4 ScoutDeltaMiniMax M2-her
Capabilities
67
+50
17
Benchmarks
52
-9
61
Pricing
100
+1
99
Context window size
100
+31
69
Recency
48
-52
100
Output Capacity
70
+15
55
Overall Result
4 wins
of 6
2 wins
Llama 4 Scout wins 4 of 6 signals

Score History

Score History (22 data points)
Llama 4 ScoutMiniMax M2-her
Llama 4 Scout

54.9

current score

Leader

MiniMax M2-her

right now

MiniMax M2-her

56.9

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

MiniMax M2-her

MiniMax

Per request$0.000900
Daily$3.00
Monthly$90.00
Annual$1080.00

Llama 4 Scout saves you $65.00/month

That's $780.00/year compared to MiniMax M2-her at your current usage level of 100K calls/month.

72% cheaper
Choose Llama 4 Scout for cost optimization

Llama 4 Scout pricing:
Input:$0.10/M tokens
Output:$0.30/M tokens
MiniMax M2-her pricing:
Input:$0.30/M tokens
Output:$1.20/M tokens
Llama 4 Scout

Meta

55

Composite Score

Winner
MiniMax M2-her

MiniMax

57

Composite Score

Signal-by-Signal Comparison
MetricLlama 4 ScoutMiniMax M2-herWinner
Overall Score
55
57
MiniMax M2-her
Rank#158#156
MiniMax M2-her
Quality Rank#158#156
MiniMax M2-her
Adoption Rank#158#156
MiniMax M2-her
Parameters------
Context Window10000K66K
Llama 4 Scout
Pricing$0.10/$0.30/M$0.30/$1.20/M--
Signal Scores
Capabilities
67
17
Llama 4 Scout
Benchmarks
52
61
MiniMax M2-her
Pricing
100
99
Llama 4 Scout
Context window size
100
69
Llama 4 Scout
Recency
48
100
MiniMax M2-her
Output Capacity
70
55
Llama 4 Scout
Benchmark Head-to-Head(9 benchmarks)
Llama 4: 0MiniMax M2-her: 1
Llama 4
MiniMax M2-her
Normalized 0-100%
MMLU
79.6%-
MMLU-Pro
74.3%-
GPQA Diamond
57.2%-
MATH-500
50.3%-
HumanEval
74.1%-
SWE-bench Verified
9.1%61%
BBH
76%-
Arena Elo
-1346
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 55/100 (rank #158), placing it in the top 46% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
MiniMax M2-herCompetitive

Scores 57/100 (rank #156), placing it in the top 47% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 2-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
  • Processing long documents or large codebases (10000K token context)
  • Multimodal workflows that require image understanding
  • Agentic applications using tool/function calling
  • Self-hosted deployments where you need full control over the model

Choose MiniMax M2-her when you need:

  • Budget-friendly applications with moderate quality requirements
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
MiniMax M2-her
Input cost$0.30/M tokens
Output cost$1.20/M tokens
Cost per quality point$0.026
Est. monthly (1M tokens/day)$22.50

Llama 4 Scout offers 73% better value per quality point. At 1M tokens/day, you'd spend $6.00/month with Llama 4 Scout vs $22.50/month with MiniMax M2-her - a $16.50 monthly difference.

Latency & Speed
Llama 4 ScoutFaster
Speed score0/100
MiniMax M2-her
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 (10000K 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 (57/100) correlates with better nuance, coherence, and style in long-form content

MiniMax M2-her

Image understanding & OCR

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

Llama 4 Scout
Which Should You Choose?
Our recommendation:
MiniMax M2-her

Llama 4 Scout and MiniMax M2-her are extremely close in overall performance (only 2 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 - 73% 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
MiniMax M2-her
Recommended

by MiniMax

Consider for specialized use cases.

Capability Comparison
CapabilityLlama 4 ScoutMiniMax M2-her
Vision (Image Input)differs
Function Callingdiffers
Streaming
JSON Modediffers
Reasoning
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

MiniMax M2-her

MiniMax

$1.98
estimated monthly cost

Llama 4 Scout saves you $1.44/month

That's 73% cheaper than MiniMax M2-her 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 ScoutMiniMax M2-her
Context Window10M66K
Max Output Tokens16,3842,048
Open SourceYesNo
CreatedApr 5, 2025Jan 23, 2026
Last updated: 29m ago

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