DeepSeek V3 0324 vs GPT-5.4 Pro (batch)
| Signal | DeepSeek V3 0324 | Delta | GPT-5.4 Pro (batch) |
|---|---|---|---|
Capabilities | 50 | -50 | |
Benchmarks | 72 | -18 | |
Pricing | 99 | +89 | |
Context window size | 83 | -13 | |
Recency | 33 | -63 | |
Output Capacity | 83 | +1 | |
| Overall Result | 2 wins | of 6 | 4 wins |
Score History
71.8
current score
GPT-5.4 Pro (batch)
right now
91.9
current score
DeepSeek V3 0324
DeepSeek
GPT-5.4 Pro (batch)
OpenAI
DeepSeek V3 0324 saves you $5925.00/month
That's $71100.00/year compared to GPT-5.4 Pro (batch) at your current usage level of 100K calls/month.
| Metric | DeepSeek V3 0324 | GPT-5.4 Pro (batch) | Winner |
|---|---|---|---|
| Overall Score | 72 | 92 | GPT-5.4 Pro (batch) |
| Rank | #153 | #19 | GPT-5.4 Pro (batch) |
| Quality Rank | #153 | #19 | GPT-5.4 Pro (batch) |
| Adoption Rank | #153 | #19 | GPT-5.4 Pro (batch) |
| Parameters | -- | -- | -- |
| Context Window | 164K | 1050K | GPT-5.4 Pro (batch) |
| Pricing | $0.25/$1.00/M | $15.00/$90.00/M | -- |
| Signal Scores | |||
| Capabilities | 50 | 100 | GPT-5.4 Pro (batch) |
| Benchmarks | 72 | 90 | GPT-5.4 Pro (batch) |
| Pricing | 99 | 10 | DeepSeek V3 0324 |
| Context window size | 83 | 96 | GPT-5.4 Pro (batch) |
| Recency | 33 | 96 | GPT-5.4 Pro (batch) |
| Output Capacity | 83 | 82 | DeepSeek V3 0324 |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 72/100 (rank #153), placing it in the top 48% of all 290 models tracked.
Scores 92/100 (rank #19), placing it in the top 94% of all 290 models tracked.
GPT-5.4 Pro (batch) has a 20-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
Choose DeepSeek V3 0324 when you need:
- High-volume production workloads where API costs must be minimized
- Self-hosted deployments where you need full control over the model
Choose GPT-5.4 Pro (batch) when you need:
- Processing long documents or large codebases (1050K token context)
- Multimodal workflows that require image understanding
- Step-by-step reasoning and chain-of-thought problem solving
DeepSeek V3 0324 offers 99% better value per quality point. At 1M tokens/day, you'd spend $18.75/month with DeepSeek V3 0324 vs $1575.00/month with GPT-5.4 Pro (batch) - a $1556.25 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
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. DeepSeek V3 0324 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 ($1.00/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (92/100) 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 (batch) clearly outperforms DeepSeek V3 0324 with a significant 20.10000000000001-point lead. For most general use cases, GPT-5.4 Pro (batch) is the stronger choice. However, DeepSeek V3 0324 may still excel in niche scenarios.
By Use Case
Best for Quality
DeepSeek V3 0324
Marginally better benchmark scores; both are excellent
Best for Cost
DeepSeek V3 0324
99% lower pricing; better value at scale
Best for Reliability
DeepSeek V3 0324
Higher uptime and faster response speeds
Best for Prototyping
DeepSeek V3 0324
Stronger community support and better developer experience
Best for Production
DeepSeek V3 0324
Wider enterprise adoption and proven at scale
by DeepSeek
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Cost - 99% lower pricing; better value at scale
- Choose for Reliability - Higher uptime and faster response speeds
- Choose for Prototyping - Stronger community support and better developer experience
- Choose for Production - Wider enterprise adoption and proven at scale
| Capability | DeepSeek V3 0324 | GPT-5.4 Pro (batch) |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoningdiffers | ||
| Web Searchdiffers | ||
| Image Output |
DeepSeek V3 0324
DeepSeek
GPT-5.4 Pro (batch)
OpenAI
DeepSeek V3 0324 saves you $133.35/month
That's 99% cheaper than GPT-5.4 Pro (batch) 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 0324 | GPT-5.4 Pro (batch) |
|---|---|---|
| Context Window | 164K | 1.1M |
| Max Output Tokens | 147,456 | 128,000 |
| Open Source | Yes | No |
| Created | Mar 24, 2025 | Mar 5, 2026 |