Model comparison

GPT-5.3-Codex vs GPT-4.1

Capability radar, value bars, and side-by-side posture.

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GPT-5.3-Codex
Not scored
value score
GPT-4.1
90
value score
GPT-5.3-Codex ctx
GPT-4.1 ctx
1.0M

Capability radar

Value · context · multimodal · openness · speed posture

Value head-to-head

  • GPT-4.190

Attribute tape

FieldGPT-5.3-CodexGPT-4.1
DeveloperOpenAIOpenAI
Context1.0M
ModalitiesText, Code, Image
OpennessProprietary Model
Speed
Price$2/1M in · $8/1M out
Value score90
SummaryGPT-5.3-Codex is OpenAI's flagship agentic coding model, designed for long-horizon software engineering tasks including multi-step code generation, debugging, repository work, and tool-using agent workflows. OpenAI describes it as 25% faster than its predecessor and its most capable agentic coding model to date, with benchmark leadership claims on SWE-Bench Pro and Terminal-Bench.Long-context GPT for developer workflows.
Open GPT-5.3-CodexOpen GPT-4.1