Model Comparison 2026

GPT-5.3-Codex vs GPT-5.4

GPT-5.3-Codex
OpenAI · Balanced · Proprietary
$5.42/1M · 400K ctx
GPT-5.4
OpenAI · Balanced · Proprietary
$6.25/1M · 1.1M ctx

Community Vote

Pick a winner in each dimension — change your vote anytime.

Output Quality
Correctness and depth of what it produces
Agentic Ability
Tool calls, instruction-following, and multi-step tasks
Speed
Tokens per second and time-to-first-token
Value for $
How much capability you get per dollar
Reliability
Consistent results — fewer refusals, loops, and format breaks

Specs & Pricing, Side by Side

Spec
GPT-5.3-Codex
GPT-5.4
Maker
OpenAI
OpenAI
Blended price / 1M
$5.42
$6.25
Input / output
$1.75 in · $14 out / 1M tokens
$2.50 in · $15 out / 1M tokens
Context window
400K
1.1M
Open weights
No
No
Tool use
Yes
Yes
Reasoning
Yes
Yes
Output Quality
8.8
9.2
Agentic Ability
9.3
9.1
Speed
7.8
7.6
Value for $
7.8
8.1
Reliability
8.7
8.6

Pricing and capabilities synced from the OpenRouter catalogue. Scores are editorial (0–10).

Verdict: GPT-5.3-Codex or GPT-5.4?

Updated 2026-06-22

Choose GPT-5.3-Codex if you want codex CLI users and dedicated coding agents. Choose GPT-5.4 if you want the OpenAI daily driver — strong and well-priced.

In our editorial scoring, GPT-5.3-Codex leads in 3 of five dimensions (agentic ability, speed and reliability), while GPT-5.4 leads in 2. On price, GPT-5.3-Codex runs about $5.42 per 1M tokens (blended) and is proprietary; GPT-5.4 is about $6.25 and proprietary.

Where GPT-5.3-Codex falls short
  • Narrower than a general flagship outside coding
  • Mid-tier pricing
Full GPT-5.3-Codex breakdown →
Where GPT-5.4 falls short
  • A notch below 5.5 on the hardest tasks
  • Still pricier than open models
Full GPT-5.4 breakdown →

The model is half the story — the agent is the other half

The model picks the moves; the agent runs the loop, the tools, and the guardrails. Once you've chosen a model, see which agent gets the most out of it.

Compare AI agents →

Related comparisons

Sonnet 4.6 vs GPT-5.4Sonnet 4.6 vs GPT-5.3-CodexGemini 3.5 Flash vs GPT-5.4GPT-5.4 vs Kimi K2.7 CodeGPT-5.4 vs MiniMax M3GPT-5.4 vs Qwen3.7 PlusDevstral 2 vs GPT-5.4GLM 4.7 vs GPT-5.4