Model Comparison

DeepSeek R1 Distill Llama 8B
vs. DeepSeek V3.2 (Non-reasoning)

Comparing 2 AI models · 6 benchmarks · DeepSeek

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Most Affordable

DeepSeek logo DeepSeek R1 Distill Llama 8B

$0.00/1M

Highest Intelligence

DeepSeek logo DeepSeek V3.2 (Non-reasoning)

75.1% GPQA

Best for Coding

DeepSeek logo DeepSeek V3.2 (Non-reasoning)

34.6 Coding Index

Price Difference

Infinityx

input cost range

Composite Indices

Intelligence, Coding, Math

Standard Benchmarks

Academic and industry benchmarks

Benchmark Winners

6 tests
DeepSeek logo

DeepSeek R1 Distill Llama 8B

1
  • MATH 500
DeepSeek logo

DeepSeek V3.2 (Non-reasoning)

5
  • GPQA
  • MMLU Pro
  • HLE
  • LiveCodeBench
  • AIME 2025
Metric
DeepSeek logo DeepSeek R1 Distill Llama 8B
DeepSeek
DeepSeek logo DeepSeek V3.2 (Non-reasoning)
DeepSeek
Pricing per 1M tokens
Input Cost $0.00/1M$0.28/1M
Output Cost $0.00/1M$0.42/1M
Blended (3:1) $0.32/1M
Specifications
Organization DeepSeekDeepSeek
Release Date Jan 20, 2025Dec 1, 2025
Performance & Speed
Throughput 44.8 tok/s
TTFT 1352ms
Latency 1352ms
Composite Indices
Intelligence 12.132.1
Coding 34.6
Math 41.359.0
Standard Benchmarks
GPQA 30.2%75.1%
MMLU Pro 54.3%83.7%
HLE 4.2%10.5%
LiveCodeBench 23.3%59.3%
MATH 500 85.3%
AIME 2025 41.3%59.0%
AIME (Original) 33.3%
SciCode 11.9%38.7%
LCR 0.0%39.0%
IFBench 17.6%49.0%
TAU-bench v2 78.9%
TerminalBench Hard 32.6%

Key Takeaways

DeepSeek R1 Distill Llama 8B offers the best value at $0.00/1M, making it ideal for high-volume applications and cost-conscious projects.

DeepSeek V3.2 (Non-reasoning) leads in reasoning capabilities with a 75.1% GPQA, excelling at complex analytical tasks and problem-solving.

DeepSeek V3.2 (Non-reasoning) reaches a 34.6 coding index, making it the top choice for software development and code generation tasks.

All models support context windows of ∞+ tokens, suitable for processing lengthy documents and maintaining extended conversations.

When to Choose Each Model

DeepSeek logo

DeepSeek R1 Distill Llama 8B

  • Cost-sensitive applications
  • High-volume processing
DeepSeek logo

DeepSeek V3.2 (Non-reasoning)

  • Complex reasoning tasks
  • Research & analysis
  • Code generation
  • Software development
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AI Model Comparison Guide

Compare large language models (LLMs) side-by-side with detailed benchmark scores, pricing, and performance metrics. Our interactive comparison tool helps you evaluate AI models from OpenAI, Anthropic, Google, Meta, DeepSeek, and other leading providers. Use our AI model leaderboard to discover more models to compare.

Understanding Composite Indices

  • Intelligence Index: Aggregated score combining MMLU-Pro, GPQA, and HLE benchmarks - measures overall reasoning and knowledge capabilities
  • Coding Index: Composite metric from LiveCodeBench, SciCode, and LiveCodeBench Review - evaluates programming proficiency across multiple languages
  • Math Index: Combined score from AIME, AIME 2025, and MATH-500 benchmarks - assesses mathematical reasoning from high school to competition level

Key Comparison Metrics

  • Benchmark Scores: Standardized tests measuring intelligence, coding, math, and specialized capabilities - higher percentages indicate better performance
  • Pricing Analysis: Compare input and output token costs across models - critical for budgeting API usage and scaling applications
  • Performance Metrics: Throughput (tokens/second) and latency measurements for real-time application planning
  • Context Windows: Maximum token capacity for processing documents and maintaining conversation history

How to Compare AI Models Effectively

Performance vs Cost

Balance benchmark scores against token pricing - flagship models offer 10-15% better performance but cost 5-10x more than smaller alternatives

Task-Specific Selection

Prioritize relevant indices: coding index for development tasks, math index for STEM applications, intelligence index for general reasoning

Real-World Testing

Use our free AI chat interface to test models with your specific prompts before committing to API integration

All benchmark scores, pricing data, and performance metrics are sourced from Artificial Analysis and updated daily. Compare models by intelligence, coding ability, math performance, speed, cost, or release date using our comprehensive AI model leaderboard.