BenchLeader

DeepSeek V4.1 Flash vs GPT-5.3 Codex

Verdict
  • GPT-5.3 Codex (xhigh) leads on quality: 65.4 vs 61.9.
  • DeepSeek V4.1 Flash (max) is stronger in coding, composite, long context.
  • GPT-5.3 Codex (xhigh) is stronger in agents & tools, knowledge, multimodal, reasoning, instruction following.
  • DeepSeek V4.1 Flash (max) is 18× cheaper ($0.262 vs $4.81 per 1M blended).
  • DeepSeek V4.1 Flash (max) streams 1.7× faster (215 vs 125 tokens per second).
MetricDeepSeek V4.1 Flash (max)GPT-5.3 Codex (xhigh)
BenchLeader Index61.965.4
Agents & tools score59.679.8
Coding score68.961.7
Composite score74.570.2
Knowledge score61.769.4
Long context score68.568.2
Multimodal score61.463.0
Reasoning score69.574.4
Instruction following score73.4
Blended price $/M$0.262$4.81
Output speed215 tok/s125 tok/s
Time to first answer10.5 s50.8 s
Context window1M400k
WeirdML77.9%
LMArena WebDev1614
LMArena Agent4.9
LiveBench81.1%
LiveBench Reasoning86.7%
LiveBench Coding80.0%
LiveBench Agentic Coding77.3%
LiveBench Mathematics93.3%
LiveBench Data Analysis79.3%
LiveBench Language81.2%
LiveBench Instruction Following70.0%
AA Intelligence Index39.532.5
IFBench75.4%
AA-LCR84.0%83.3%
MMMU-Pro77.0%78.5%
AA-Omniscience-5.310.9
Terminal-Bench Hard53.0%
GPQA Diamond (AA)91.5%
Humanity's Last Exam (AA)39.3%42.5%
SciCode (AA)51.9%
τ²-Bench Telecom (AA)86.0%
LiveCodeBench87.3%
IOI53.8%
SWE-bench (Vals)78.0%
CritPt14.3%16.9%
GDPval (AA)56.6%
Vibe Code Bench v1.161.8%
ALE-Bench1655.2

Data as of 2026-09-19. Best configuration of each model; every score links to its source on the model pages.

DeepSeek V4.1 Flash vs GPT-5.3 Codex: questions

Is DeepSeek V4.1 Flash better than GPT-5.3 Codex?
GPT-5.3 Codex (xhigh) leads on quality: 65.4 vs 61.9. The BenchLeader Index combines every independent quality benchmark; GPT-5.3 Codex (xhigh) is ahead overall as of 2026-09-19, but check the category scores for your use.
Is DeepSeek V4.1 Flash better than GPT-5.3 Codex for coding?
DeepSeek V4.1 Flash scores higher in coding (69 vs 62 on the category index, where 50 is average).
Is DeepSeek V4.1 Flash better than GPT-5.3 Codex for agentic tasks?
GPT-5.3 Codex scores higher in agentic tasks (80 vs 60 on the category index, where 50 is average).
Which is cheaper, DeepSeek V4.1 Flash or GPT-5.3 Codex?
DeepSeek V4.1 Flash is cheaper: $0.262 against $4.81 per million tokens, blended at three input tokens per output token.
Which is faster, DeepSeek V4.1 Flash or GPT-5.3 Codex?
DeepSeek V4.1 Flash streams faster: 215 against 125 output tokens per second.
Which has the larger context window?
DeepSeek V4.1 Flash accepts more context: 1M against 400k tokens.