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DeepSeek V4 Flash 0731 vs GPT-5.6 Luna Pro

vs
GPT-5.6 Luna Pro

OpenAI

89#21
Signal-by-Signal Comparison
SignalDeepSeek V4 Flash 0731DeltaGPT-5.6 Luna Pro
Capabilities
67
-33
100
Pricing
100
+0
99
Context window size
96
0
96
Recency
100
--
100
Output Capacity
93
+8
85
Benchmarks
0
-88
88
Overall Result
2 wins
of 6
3 wins
GPT-5.6 Luna Pro wins 3 of 6 signals

Score History

Score History (4 data points)
DeepSeek V4 Flash 0731GPT-5.6 Luna Pro
DeepSeek V4 Flash 0731

40

current score

Leader

GPT-5.6 Luna Pro

right now

GPT-5.6 Luna Pro

89

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

DeepSeek V4 Flash 0731

DeepSeek

Best Value
Per request$0.000280
Daily$0.93
Monthly$28.00
Annual$336.00

GPT-5.6 Luna Pro

OpenAI

Per request$0.000400
Daily$1.33
Monthly$40.00
Annual$480.00

DeepSeek V4 Flash 0731 saves you $12.00/month

That's $144.00/year compared to GPT-5.6 Luna Pro at your current usage level of 100K calls/month.

30% cheaper
Choose DeepSeek V4 Flash 0731 for cost optimization

DeepSeek V4 Flash 0731 pricing:
Input:$0.14/M tokens
Output:$0.28/M tokens
GPT-5.6 Luna Pro pricing:
Input:$0.10/M tokens
Output:$0.60/M tokens
DeepSeek V4 Flash 0731

DeepSeek

40

Composite Score

Winner
GPT-5.6 Luna Pro

OpenAI

89

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V4 Flash 0731GPT-5.6 Luna ProWinner
Overall Score
40
89
GPT-5.6 Luna Pro
Rank#178#21
GPT-5.6 Luna Pro
Quality Rank#178#21
GPT-5.6 Luna Pro
Adoption Rank#178#21
GPT-5.6 Luna Pro
Parameters------
Context Window1049K1050K
GPT-5.6 Luna Pro
Pricing$0.14/$0.28/M$0.10/$0.60/M--
Signal Scores
Capabilities
67
100
GPT-5.6 Luna Pro
Pricing
100
99
DeepSeek V4 Flash 0731
Context window size
96
96
GPT-5.6 Luna Pro
Recency
100
100
DeepSeek V4 Flash 0731
Output Capacity
93
85
DeepSeek V4 Flash 0731
Benchmarks--
88
GPT-5.6 Luna Pro
Benchmark Head-to-Head(11 benchmarks)
DeepSeek V4: 1GPT-5.6 Luna: 1
DeepSeek V4
GPT-5.6 Luna
Normalized 0-100%
MMLU
-93%
MMLU-Pro
86.2%84.5%
GPQA Diamond
-85%
MATH-500
-92.5%
HumanEval
-96.5%
SWE-bench Verified
-75%
IFEval
-92%
BBH
-90.5%
Arena Elo
14331465
LiveBench
-76%
HLE
-35%
Benchmark Interpretation

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.

DeepSeek V4 Flash 0731Entry Level

Scores 40/100 (rank #178), placing it in the top 39% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-5.6 Luna ProElite Tier

Scores 89/100 (rank #21), placing it in the top 93% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.6 Luna Pro has a 49-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.

When to Use Each Model

Choose DeepSeek V4 Flash 0731 when you need:

  • High-volume production workloads where API costs must be minimized
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model

Choose GPT-5.6 Luna Pro when you need:

  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
DeepSeek V4 Flash 0731
Input cost$0.14/M tokens
Output cost$0.28/M tokens
Cost per quality point$0.011
Est. monthly (1M tokens/day)$6.30
GPT-5.6 Luna ProBest Value
Input cost$0.10/M tokens
Output cost$0.60/M tokens
Cost per quality point$0.008
Est. monthly (1M tokens/day)$10.50

GPT-5.6 Luna Pro offers 40% better value per quality point. At 1M tokens/day, you'd spend $6.30/month with DeepSeek V4 Flash 0731 vs $10.50/month with GPT-5.6 Luna Pro - a $4.20 monthly difference.

Latency & Speed
DeepSeek V4 Flash 0731Faster
Speed score0/100
GPT-5.6 Luna Pro
Speed score0/100

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.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

DeepSeek V4 Flash 0731

Customer support chatbot

Suitable for user-facing chat with competitive response times. DeepSeek V4 Flash 0731 also offers lower per-token costs for high-volume support

DeepSeek V4 Flash 0731

Long document analysis

Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.6 Luna Pro

Batch data extraction

Lower output pricing ($0.28/M) reduces costs when processing thousands of records daily

DeepSeek V4 Flash 0731

Creative writing & content

Higher overall composite score (89/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.6 Luna Pro

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

GPT-5.6 Luna Pro
Which Should You Choose?
Our recommendation:
GPT-5.6 Luna Pro

GPT-5.6 Luna Pro clearly outperforms DeepSeek V4 Flash 0731 with a significant 49-point lead. For most general use cases, GPT-5.6 Luna Pro is the stronger choice. However, DeepSeek V4 Flash 0731 may still excel in niche scenarios.

by DeepSeek

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 40% 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
GPT-5.6 Luna Pro
Recommended

by OpenAI

Consider for specialized use cases.

Capability Comparison
CapabilityDeepSeek V4 Flash 0731GPT-5.6 Luna Pro
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

DeepSeek V4 Flash 0731

DeepSeek

Best Value
$0.5880
estimated monthly cost

GPT-5.6 Luna Pro

OpenAI

$0.9000
estimated monthly cost

DeepSeek V4 Flash 0731 saves you $0.3120/month

That's 35% cheaper than GPT-5.6 Luna 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.

Parameters & Context
ParameterDeepSeek V4 Flash 0731GPT-5.6 Luna Pro
Context Window1.0M1.1M
Max Output Tokens384,000128,000
Open SourceYesNo
CreatedJul 31, 2026Jul 9, 2026
Last updated: 41m ago

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