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GPT-5.3-Codex vs DeepSeek V4.1 Flash

Detailed technical comparison between GPT-5.3-Codex (OpenAI) and DeepSeek V4.1 Flash (DeepSeek). Review live API token pricing, context window capabilities, time-to-first-token latency, and verified benchmark scores side-by-side.

⚡ Executive Summary & Verdict

Comparison Snapshot

GPT-5.3-Codex: 6 WinsvsDeepSeek V4.1 Flash: 0 Wins
Context Leader

DeepSeek V4.1 Flash

1,048,576 tokens
Agentic Tool-Calling

Tie

Equal Capability
Lowest Latency (TTFT)

Tie

Equal Speed
Input Price Leader

DeepSeek V4.1 Flash

$0.15 / MTok
OpenAIactive

GPT-5.3-Codex

GPT-5.3-Codex is an advanced artificial intelligence model engineered by OpenAI. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, GPT-5.3-Codex represents a key architectural iteration in the OpenAI model family. First released in 2026-02-24, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 400,000 tokens (approximately 533 words), GPT-5.3-Codex processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View GPT-5.3-Codex Full Specs →
DeepSeekactive

DeepSeek V4.1 Flash

DeepSeek V4.1 Flash is an advanced artificial intelligence model engineered by DeepSeek. Tailored for complex multi-step reasoning, programming synthesis, and extended document comprehension, DeepSeek V4.1 Flash represents a key architectural iteration in the DeepSeek model family. First released in 2026-09-10, it serves enterprise developers, research teams, and autonomous system architects requiring strict instruction compliance. Featuring an input capacity of 1,048,576 tokens (approximately 1,398 words), DeepSeek V4.1 Flash processes multi-file code repositories, lengthy technical reports, and complex prompts in a single inference call.

View DeepSeek V4.1 Flash Full Specs →

Technical Specifications

🏆 = Superior Spec
SpecificationGPT-5.3-CodexDeepSeek V4.1 Flash
ProviderOpenAIDeepSeek
Context Window400,000 tokens1,048,576 tokens🏆
Agent SuitabilityNot yet benchmarkedNot yet benchmarked
Time to First Token (TTFT)No public TTFT dataNo public TTFT data
Deployment Modelmanaged apiself hostable
Production StabilityStable GA (est.)Beta Access (est.)
API AvailableYesYes
Released Date2026-02-242026-09-10

API Pricing Comparison

Input Price per Million Tokens

GPT-5.3-Codex

$1.75

DeepSeek V4.1 Flash

$0.15

Output Price per Million Tokens

GPT-5.3-Codex

$14.00

DeepSeek V4.1 Flash

$0.60

💡 Cost Ratio: DeepSeek V4.1 Flash is 11.7x cheaper per input token than GPT-5.3-Codex.

Want to test both models live?

Run side-by-side prompt benchmarks in our dynamic multi-model Sandbox. Compare execution speeds, latency metrics, and compute actual costs in real-time.

Benchmark Performance Metrics

Standardized Scores (0–100%)

Scores show verified raw accuracy percentages across standardized AI evaluation suites. Higher bars indicate superior performance in that domain.

MMLUGeneral knowledge & multi-task understanding
93.4%vs72.8%+20.6% GPT-5.3-Codex
GPT-5.3-Codex 🏆
DeepSeek V4.1 Flash
HumanEvalPython coding & logic synthesis
98.5%vs69.0%+29.5% GPT-5.3-Codex
GPT-5.3-Codex 🏆
DeepSeek V4.1 Flash
MATHComplex mathematical problem solving
91.8%vs42.2%+49.6% GPT-5.3-Codex
GPT-5.3-Codex 🏆
DeepSeek V4.1 Flash
GPQAGraduate-level expert reasoning
81.2%vs29.6%+51.6% GPT-5.3-Codex
GPT-5.3-Codex 🏆
DeepSeek V4.1 Flash
HellaSwagCommonsense reasoning and inference
98.2%vs76.8%+21.4% GPT-5.3-Codex
GPT-5.3-Codex 🏆
DeepSeek V4.1 Flash
MT-BenchMulti-turn conversation flow quality
9.5%vs7.9%+1.6% GPT-5.3-Codex
GPT-5.3-Codex 🏆
DeepSeek V4.1 Flash

GPT-5.3-Codex Quirks & Gotchas

No developer gotchas reported.

DeepSeek V4.1 Flash Quirks & Gotchas

No developer gotchas reported.

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