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DeepSeek-V3.2 Thinking vs Seed 2.0 Pro
Comprehensive side-by-side LLM comparison
Seed 2.0 Pro leads with 3.4% higher average benchmark score. Seed 2.0 Pro offers 136.4K more tokens in context window than DeepSeek-V3.2 Thinking. Both models have similar pricing. Seed 2.0 Pro supports multimodal inputs. Both models have their strengths depending on your specific coding needs.
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DeepSeek
DeepSeek-V3.2-Exp (DeepSeek-V3.2 Thinking), released by DeepSeek in September 2025, is the experimental preview release of the DeepSeek-V3.2 model featuring 685 billion total parameters and integrated thinking capabilities. It introduced the architecture and training approaches that became the foundation of the final V3.2 release, including thinking in tool-use and hybrid reasoning modes.
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ByteDance
Seed 2.0 Pro is ByteDance's flagship general-purpose model, released in February 2026 under the Doubao brand through the Volcengine API platform, developed by the company's Seed research team as a foundation for agentic applications requiring long-horizon reasoning and multimodal input comprehension. The model accepts text, images, and extended video — including hour-length recordings — targeting enterprise use cases in long-form document analysis, agentic coding (integrated with ByteDance's TRAE IDE), and multi-turn reasoning tasks. It anchors a three-tier product family alongside Seed 2.0 Lite and Mini, positioned as ByteDance's response to frontier model competition in the Chinese and global enterprise AI markets.
4 months newer
DeepSeek-V3.2 Thinking
DeepSeek
2025-09-29
Seed 2.0 Pro
ByteDance
2026-02-14
Pricing Comparison
Cost per million tokens (USD)
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DeepSeek-V3.2 Thinking
Input:$0.55
Output:$2.19($0.10 cheaper)
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Seed 2.0 Pro
Input:$0.47
Output:$2.37
Performance Metrics
Context window and performance specifications
Average performance across 1 common benchmarks
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DeepSeek-V3.2 Thinking
Average Score:73.1%
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Seed 2.0 Pro
Average Score:76.5%(+3.4%)
Performance comparison across key benchmark categories
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DeepSeek-V3.2 Thinking
Coding73.1%
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Seed 2.0 Pro
Coding76.5%(+3.4%)
Provider Availability & Performance
Available providers and their performance metrics
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DeepSeek-V3.2 Thinking
1 providers
DeepSeek
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Seed 2.0 Pro
1 providers
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DeepSeek-V3.2 Thinking
Avg Score:73.1%
Providers:1
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Seed 2.0 Pro
Avg Score:76.5%(+3.4%)
Providers:1