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DeepSeek V3 vs GPT-5.3-Codex

DeepSeek V3

DeepSeek

70#163
vs
GPT-5.3-Codex

OpenAI

91#23
Signal-by-Signal Comparison
SignalDeepSeek V3DeltaGPT-5.3-Codex
Capabilities
50
-50
100
Benchmarks
70
-17
88
Pricing
99
+13
86
Context window size
83
-6
89
Recency
26
-74
100
Output Capacity
70
-15
85
Overall Result
1 wins
of 6
5 wins
GPT-5.3-Codex wins 5 of 6 signals

Score History

Score History (25 data points)
DeepSeek V3GPT-5.3-Codex
DeepSeek V3

69.5

current score

Leader

GPT-5.3-Codex

right now

GPT-5.3-Codex

90.5

current score

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

DeepSeek V3

DeepSeek

Best Value
Per request$0.000772
Daily$2.57
Monthly$77.18
Annual$926.10

GPT-5.3-Codex

OpenAI

Per request$0.008750
Daily$29.17
Monthly$875.00
Annual$10500.00

DeepSeek V3 saves you $797.83/month

That's $9573.90/year compared to GPT-5.3-Codex at your current usage level of 100K calls/month.

91% cheaper
Choose DeepSeek V3 for cost optimization

DeepSeek V3 pricing:
Input:$0.26/M tokens
Output:$1.03/M tokens
GPT-5.3-Codex pricing:
Input:$1.75/M tokens
Output:$14.00/M tokens
DeepSeek V3

DeepSeek

70

Composite Score

Winner
GPT-5.3-Codex

OpenAI

91

Composite Score

Signal-by-Signal Comparison
MetricDeepSeek V3GPT-5.3-CodexWinner
Overall Score
70
91
GPT-5.3-Codex
Rank#163#23
GPT-5.3-Codex
Quality Rank#163#23
GPT-5.3-Codex
Adoption Rank#163#23
GPT-5.3-Codex
Parameters------
Context Window164K400K
GPT-5.3-Codex
Pricing$0.26/$1.03/M$1.75/$14.00/M--
Signal Scores
Capabilities
50
100
GPT-5.3-Codex
Benchmarks
70
88
GPT-5.3-Codex
Pricing
99
86
DeepSeek V3
Context window size
83
89
GPT-5.3-Codex
Recency
26
100
GPT-5.3-Codex
Output Capacity
70
85
GPT-5.3-Codex
Benchmark Head-to-Head(14 benchmarks)
DeepSeek V3: 0GPT-5.3-Codex: 10
DeepSeek V3
GPT-5.3-Codex
Normalized 0-100%
MMLU
88.5%93%
MMLU-Pro
75.9%84.5%
GPQA Diamond
59.1%85%
MATH-500
90.2%92.5%
HumanEval
82.6%96.5%
SWE-bench Verified
42%75%
AIME 2024
39.2%-
GSM8K
96.7%-
IFEval
87.1%92%
BBH
87.5%90.5%
Arena Elo
13181465
LiveBench
60.4%76%
HLE
-35%
BigCodeBench
50%-
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 V3Competitive

Scores 70/100 (rank #163), placing it in the top 44% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
GPT-5.3-CodexElite Tier

Scores 91/100 (rank #23), placing it in the top 92% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

GPT-5.3-Codex has a 21-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 V3 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-5.3-Codex when you need:

  • Processing long documents or large codebases (400K token context)
  • Multimodal workflows that require image understanding
  • Step-by-step reasoning and chain-of-thought problem solving
Cost-Performance Analysis
DeepSeek V3Best Value
Input cost$0.26/M tokens
Output cost$1.03/M tokens
Cost per quality point$0.019
Est. monthly (1M tokens/day)$19.29
GPT-5.3-Codex
Input cost$1.75/M tokens
Output cost$14.00/M tokens
Cost per quality point$0.174
Est. monthly (1M tokens/day)$236.25

DeepSeek V3 offers 92% better value per quality point. At 1M tokens/day, you'd spend $19.29/month with DeepSeek V3 vs $236.25/month with GPT-5.3-Codex - a $216.96 monthly difference.

Latency & Speed
DeepSeek V3Faster
Speed score0/100
GPT-5.3-Codex
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 V3

Customer support chatbot

Suitable for user-facing chat with competitive response times. DeepSeek V3 also offers lower per-token costs for high-volume support

DeepSeek V3

Long document analysis

Larger context window (400K tokens) can process longer documents, contracts, and research papers in a single pass

GPT-5.3-Codex

Batch data extraction

Lower output pricing ($1.03/M) reduces costs when processing thousands of records daily

DeepSeek V3

Creative writing & content

Higher overall composite score (91/100) correlates with better nuance, coherence, and style in long-form content

GPT-5.3-Codex

Image understanding & OCR

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

GPT-5.3-Codex
Which Should You Choose?
Our recommendation:
GPT-5.3-Codex

GPT-5.3-Codex clearly outperforms DeepSeek V3 with a significant 21-point lead. For most general use cases, GPT-5.3-Codex is the stronger choice. However, DeepSeek V3 may still excel in niche scenarios.

by DeepSeek

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Cost - 92% 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-5.3-Codex
Recommended

by OpenAI

Consider for specialized use cases.

Capability Comparison
CapabilityDeepSeek V3GPT-5.3-Codex
Vision (Image Input)differs
Function Calling
Streaming
JSON Mode
Reasoningdiffers
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

DeepSeek V3

DeepSeek

Best Value
$1.70
estimated monthly cost

GPT-5.3-Codex

OpenAI

$19.95
estimated monthly cost

DeepSeek V3 saves you $18.25/month

That's 91% cheaper than GPT-5.3-Codex 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 V3GPT-5.3-Codex
Context Window164K400K
Max Output Tokens16,000128,000
Open SourceYesNo
CreatedDec 26, 2024Feb 24, 2026
Last updated: 39m ago

相关对比

DeepSeek V3 vs GPT-5.3-Codex (2026) | LM Market Cap