BenchLeader

GPT-5.2-Codex vs GPT-5.3-Codex

Verdict
  • GPT-5.3-Codex leads on quality: 62.5 vs 60.8.
  • GPT-5.2-Codex is stronger in agents & tools, coding, instruction following.
  • GPT-5.3-Codex is stronger in composite, knowledge, long context, multimodal.
  • They cost about the same ($4.81 per 1M blended).
  • GPT-5.3-Codex streams 4.8× faster (121 vs 25 tokens per second).
MetricGPT-5.2-CodexGPT-5.3-Codex
BenchLeader Index60.862.5
Agents & tools score63.562.7
Coding score55.754.8
Composite score56.870.1
Instruction following score75.173.2
Knowledge score63.169.3
Long context score67.868.3
Multimodal score60.763.0
Blended price $/M$4.81$4.81
Output speed25 tok/s121 tok/s
Time to first answer6.7 s58.2 s
Context window400k400k
Terminal-Bench66.5%78.4%
WeirdML79.3%
APEX-Agents27.6%31.8%
Epoch Capabilities Index156.6
LMArena WebDev13391409
LiveBench74.0%
LiveBench Reasoning77.7%
LiveBench Coding83.6%
LiveBench Agentic Coding49.4%
LiveBench Mathematics88.8%
LiveBench Data Analysis78.2%
LiveBench Language73.7%
AA Intelligence Index28.532.5
IFBench77.6%75.4%
AA-LCR82.3%83.3%
MMMU-Pro76.3%78.5%
AA-Omniscience-2.210.9
Terminal-Bench Hard37.1%53.0%
GPQA Diamond (AA)89.9%91.5%
Humanity's Last Exam (AA)35.7%42.5%
τ²-Bench Telecom (AA)92.1%86.0%
LiveCodeBench88.0%
SWE-Bench Pro41.0%
HiL-Bench4.3%
SWE-bench Verified (bash only)72.8%
SWE-bench Verified (any scaffold)72.8%

Data as of 2026-09-10. Best configuration of each model; every score links to its source on the model pages.

GPT-5.2-Codex vs GPT-5.3-Codex: questions

Is GPT-5.2-Codex better than GPT-5.3-Codex?
GPT-5.3-Codex leads on quality: 62.5 vs 60.8. The BenchLeader Index combines every independent quality benchmark; GPT-5.3-Codex is ahead overall as of 2026-09-10, but check the category scores for your use.
Is GPT-5.2-Codex better than GPT-5.3-Codex for coding?
GPT-5.2-Codex scores higher in coding (56 vs 55 on the category index, where 50 is average).
Is GPT-5.2-Codex better than GPT-5.3-Codex for agentic tasks?
GPT-5.2-Codex scores higher in agentic tasks (64 vs 63 on the category index, where 50 is average).
Which is cheaper, GPT-5.2-Codex or GPT-5.3-Codex?
GPT-5.2-Codex is cheaper: $4.81 against $4.81 per million tokens, blended at three input tokens per output token.
Which is faster, GPT-5.2-Codex or GPT-5.3-Codex?
GPT-5.3-Codex streams faster: 121 against 25 output tokens per second.
Which has the larger context window?
Both accept 400k tokens of context.