SummitGovOnline

GPT-4.1 Nano vs Llama 4 Scout

Side-by-side comparison of pricing, capabilities, benchmarks, and use case fit.

O

GPT-4.1 Nano

OpenAI

Overall 70
fast
View model →
M

Llama 4 Scout

Meta

Overall 82
standard
View model →

Capability radar

Normalized coding, reasoning, writing, vision, context, and value

CodingReasoningWritingVisionContextValue
GPT-4.1 NanoLlama 4 Scout
Comparison of GPT-4.1 Nano vs Llama 4 Scout
MetricGPT-4.1 NanoLlama 4 Scout
Input Price / 1M$0.10$0.15
Output Price / 1M$0.40$0.50
Combined Price / 1M$0.50$0.65
Context Window1,047,57610,000,000
Coding Score7583
Reasoning Score7285
Vision Score6082
AudioNoNo
StreamingYesYes
Function CallingYesYes
Latency Tierfaststandard
Release Date4/14/20253/5/2025

GPT-4.1 Nano — Strengths & Weaknesses

Strengths

  • Lowest OpenAI cost
  • 1M context

Weaknesses

  • Limited on complex generation

Llama 4 Scout — Strengths & Weaknesses

Strengths

  • 10M context
  • Open weights
  • Document RAG

Weaknesses

  • Extreme context has throughput tradeoffs

Use Case Verdicts

Coding

Llama 4 Scout

Llama 4 Scout scores 83 vs 75 on coding benchmarks.

General Chat

Llama 4 Scout

Llama 4 Scout leads on writing quality (79 vs 74).

Long Context

Llama 4 Scout

Llama 4 Scout offers 10M tokens vs 1M.

Cost Efficiency

GPT-4.1 Nano

GPT-4.1 Nano is cheaper at $0.50/M combined vs $0.65/M.

Enterprise Use

Llama 4 Scout

Llama 4 Scout combines strong reasoning, tooling, and context for enterprise workloads.

Agent Workflows

Llama 4 Scout

Llama 4 Scout is better suited for agentic workflows with tool use and coding capability.