| Signal | DeepSeek V3.2 Exp | Delta | GPT-5.4 Pro |
|---|---|---|---|
Capabilities | 67 | -33 | |
Pricing | 0 | -100 | |
Context window size | 83 | -13 | |
Recency | 100 | -- | |
Output Capacity | 80 | -5 | |
| Overall Result | 0 wins | of 5 | 4 wins |
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DeepSeek
OpenAI
DeepSeek V3.2 Exp saves you $11952.50/month
That's $143430.00/year compared to GPT-5.4 Pro at your current usage level of 100K calls/month.
| Metric | DeepSeek V3.2 Exp | GPT-5.4 Pro | Winner |
|---|---|---|---|
| Overall Score | 79 | 97 | GPT-5.4 Pro |
| Rank | #81 | #1 | GPT-5.4 Pro |
| Quality Rank | #81 | #1 | GPT-5.4 Pro |
| Adoption Rank | #81 | #1 | GPT-5.4 Pro |
| Parameters | -- | -- | -- |
| Context Window | 164K | 1050K | GPT-5.4 Pro |
| Pricing | $0.27/$0.41/M | $30.00/$180.00/M | -- |
| Signal Scores | |||
| Capabilities | 67 | 100 | GPT-5.4 Pro |
| Pricing | 0 | 100 | GPT-5.4 Pro |
| Context window size | 83 | 96 | GPT-5.4 Pro |
| Recency | 100 | 100 | DeepSeek V3.2 Exp |
| Output Capacity | 80 | 85 | GPT-5.4 Pro |
Our composite score (0–100) combines six weighted signals: benchmark performance (25%), pricing efficiency (25%), context window size (15%), model recency (15%), output capacity (10%), and capability versatility (10%). Here's what the scores mean for these two models:
Scores 79/100 (rank #81), placing it in the top 72% of all 290 models tracked.
Scores 97/100 (rank #1), placing it in the top 100% of all 290 models tracked.
GPT-5.4 Pro has a 18-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
DeepSeek V3.2 Exp offers 100% better value per quality point. At 1M tokens/day, you'd spend $10.20/month with DeepSeek V3.2 Exp vs $3150.00/month with GPT-5.4 Pro — a $3139.80 monthly difference.
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.
Code generation & review
Higher benchmark score (0/100) indicates stronger performance on coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Faster response time (speed score 0/100) is critical for user-facing chat. DeepSeek V3.2 Exp also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.41/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (97/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input — can analyze screenshots, diagrams, photos, and scanned documents directly
GPT-5.4 Pro clearly outperforms DeepSeek V3.2 Exp with a significant 18.30000000000001-point lead. For most general use cases, GPT-5.4 Pro is the stronger choice. However, DeepSeek V3.2 Exp may still excel in niche scenarios.
Best for Quality
DeepSeek V3.2 Exp
Marginally better benchmark scores; both are excellent
Best for Cost
DeepSeek V3.2 Exp
100% lower pricing; better value at scale
Best for Reliability
DeepSeek V3.2 Exp
Higher uptime and faster response speeds
Best for Prototyping
DeepSeek V3.2 Exp
Stronger community support and better developer experience
Best for Production
DeepSeek V3.2 Exp
Wider enterprise adoption and proven at scale
by DeepSeek
| Capability | DeepSeek V3.2 Exp | GPT-5.4 Pro |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
DeepSeek
OpenAI
DeepSeek V3.2 Exp saves you $269.02/month
That's 100% cheaper than GPT-5.4 Pro 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.
| Parameter | DeepSeek V3.2 Exp | GPT-5.4 Pro |
|---|---|---|
| Context Window | 164K | 1.1M |
| Max Output Tokens | 65,536 | 128,000 |
| Open Source | Yes | No |
| Created | Sep 29, 2025 | Mar 5, 2026 |
GPT-5.4 Pro scores 97/100 (rank #1) compared to DeepSeek V3.2 Exp's 79/100 (rank #81), giving it a 18-point advantage. GPT-5.4 Pro is the stronger overall choice, though DeepSeek V3.2 Exp may excel in specific areas like cost efficiency.
DeepSeek V3.2 Exp is ranked #81 and GPT-5.4 Pro is ranked #1 out of 290+ AI models. Rankings use a composite score combining benchmark performance (25%), pricing (25%), context window (15%), recency (15%), output capacity (10%), and versatility (10%). Scores update hourly.
DeepSeek V3.2 Exp is cheaper at $0.41/M output tokens vs GPT-5.4 Pro's $180.00/M output tokens — 439.0x more expensive. Input token pricing: DeepSeek V3.2 Exp at $0.27/M vs GPT-5.4 Pro at $30.00/M.
GPT-5.4 Pro has a larger context window of 1,050,000 tokens compared to DeepSeek V3.2 Exp's 163,840 tokens. A larger context window means the model can process longer documents and conversations.