R1 vs DeepSeek V3.2 (Comparative Analysis)
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Comparative Analysis: R1 vs. DeepSeek V3.2
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Overview
R1 was released 10 months before DeepSeek V3.2.
 R1 | DeepSeek V3.2 | |
|---|---|---|
Model Provider The organization behind this AI's development | DeepSeek | DeepSeek |
Input Context Window Maximum input tokens this model can process at once | 163.8K tokens | 163.8K tokens |
Output Token Limit Maximum output tokens this model can generate at once | 16K tokens | 65.5K tokens |
Release Date When this model first became publicly available | January 20, 2025 1 year ago January 20th, 2025 | December 1, 2025 7 months ago December 1st, 2025 |
Knowledge Cutoff Latest training-data date reported by the provider | July 31, 2024 | Not reported |
Capabilities & Features
Compare supported features, modalities, and advanced capabilities
R1 | DeepSeek V3.2 | |
|---|---|---|
Input Types Supported input formats | 📝Text | 📝Text |
Reasoning Controls Defaults and configurable reasoning effort | Always enabled | Optional |
Output Types Supported output formats | 📝Text | 📝Text |
Tokenizer Text encoding system | DeepSeek | DeepSeek |
Key Features Advanced capabilities | ✓Function Calling✓Structured Output✓Reasoning ModeContent Moderation | ✓Function Calling✓Structured Output✓Reasoning ModeContent Moderation |
Open Source Model availability | Available on HuggingFace → | Available on HuggingFace → |
Pricing
R1 is roughly 2.6x more expensive compared to DeepSeek V3.2 for input tokens and roughly 6.3x more expensive for output tokens.
| R1 | DeepSeek V3.2 | |
|---|---|---|
Input Token Cost Cost per million input tokens | $0.70 per million tokens | $0.27 per million tokens |
Output Token Cost Cost per million output tokens | $2.50 per million tokens | $0.40 per million tokens |
Cache Read Cost Cost to reuse cached input tokens | Not specified | $0.13 per million tokens |
Benchmarks
Compare relevant benchmarks between R1 and DeepSeek V3.2.
| R1 | DeepSeek V3.2 | |
|---|---|---|
Intelligence Index Overall model quality across independent evaluations | 18.5 (Artificial Analysis index; higher is better) | 32 (Artificial Analysis index; higher is better) |
Coding Index Programming performance across independent evaluations | 24.6 (Artificial Analysis index; higher is better) | 44.2 (Artificial Analysis index; higher is better) |
Agentic Index Ability to complete multi-step agentic tasks | 3.1 (Artificial Analysis index; higher is better) | 18.3 (Artificial Analysis index; higher is better) |
Best Design Arena Score Highest human-preference Elo score across design arenas | Benchmark not available. | 1,199 Elo (#55 in Website (50.2% win rate)) |
At a Glance
Quick overview of what makes R1 and DeepSeek V3.2 unique.
R1 by DeepSeek can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 163.8K token context window. Reasonably priced at $0.70/M input and $2.50/M output tokens. Released January 20th, 2025.DeepSeek V3.2 by DeepSeek can use external tools and APIs, offers advanced reasoning, generates structured data. It can handle standard conversations with its 163.8K token context window. Very affordable at $0.27/M input and $0.40/M output tokens. Released December 1st, 2025.Explore More Comparisons
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Best models for coding and development
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Models optimized for creative writing
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💻Technology
Technical analysis and explanations
🔬Science
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