DeepSeek V4 Pro 0423 vs GPT-6 Luna Pro
| Signal | DeepSeek V4 Pro 0423 | Delta | GPT-6 Luna Pro |
|---|---|---|---|
Capabilities | 67 | -33 | |
Pricing | 100 | +0 | |
Context window size | 96 | 0 | |
Recency | 100 | -- | |
Output Capacity | 89 | +8 | |
| Overall Result | 2 wins | of 5 | 2 wins |
Score History
40
current score
Tied
right now
40
current score
DeepSeek V4 Pro 0423
DeepSeek
GPT-6 Luna Pro
OpenAI
GPT-6 Luna Pro saves you $6.76/month
That's $81.12/year compared to DeepSeek V4 Pro 0423 at your current usage level of 100K calls/month.
| Metric | DeepSeek V4 Pro 0423 | GPT-6 Luna Pro | Winner |
|---|---|---|---|
| Overall Score | 40 | 40 | -- |
| Rank | #343 | #251 | GPT-6 Luna Pro |
| Quality Rank | #343 | #251 | GPT-6 Luna Pro |
| Adoption Rank | #343 | #251 | GPT-6 Luna Pro |
| Parameters | -- | -- | -- |
| Context Window | 1049K | 1050K | GPT-6 Luna Pro |
| Pricing | $0.21/$0.42/M | $0.10/$0.50/M | -- |
| Signal Scores | |||
| Capabilities | 67 | 100 | GPT-6 Luna Pro |
| Pricing | 100 | 100 | DeepSeek V4 Pro 0423 |
| Context window size | 96 | 96 | GPT-6 Luna Pro |
| Recency | 100 | 100 | DeepSeek V4 Pro 0423 |
| Output Capacity | 89 | 82 | DeepSeek V4 Pro 0423 |
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 40/100 (rank #343), placing it in the top -18% of all 290 models tracked.
Scores 40/100 (rank #251), placing it in the top 14% of all 290 models tracked.
With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.
Choose DeepSeek V4 Pro 0423 when you need:
- Step-by-step reasoning and chain-of-thought problem solving
- Self-hosted deployments where you need full control over the model
Choose GPT-6 Luna Pro when you need:
- Multimodal workflows that require image understanding
- Step-by-step reasoning and chain-of-thought problem solving
Both models are priced similarly, so the decision comes down to quality and features rather than cost.
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 V4 Pro 0423 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 ($0.42/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (40/100) 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
DeepSeek V4 Pro 0423 and GPT-6 Luna Pro are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
By Use Case
Best for Quality
DeepSeek V4 Pro 0423
Marginally better benchmark scores; both are excellent
Best for Cost
GPT-6 Luna Pro
4% lower pricing; better value at scale
Best for Reliability
DeepSeek V4 Pro 0423
Higher uptime and faster response speeds
Best for Prototyping
DeepSeek V4 Pro 0423
Stronger community support and better developer experience
Best for Production
DeepSeek V4 Pro 0423
Wider enterprise adoption and proven at scale
by DeepSeek
- Choose for Quality - Marginally better benchmark scores; both are excellent
- 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 V4 Pro 0423 | GPT-6 Luna Pro |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
DeepSeek V4 Pro 0423
DeepSeek
GPT-6 Luna Pro
OpenAI
GPT-6 Luna Pro saves you $0.0970/month
That's 11% cheaper than DeepSeek V4 Pro 0423 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 V4 Pro 0423 | GPT-6 Luna Pro |
|---|---|---|
| Context Window | 1.0M | 1.1M |
| Max Output Tokens | 384,000 | 128,000 |
| Open Source | Yes | No |
| Created | Apr 24, 2026 | Sep 22, 2026 |