StarSeaAPIStarSeaAPI
HomeComparecodex-auto-review vs gpt-5.4

codex-auto-review vs gpt-5.4

codex-auto-reviewgpt-5.4
ProvidersOpenAIOpenAI
Input $/M$2.50$2.50
Output $/M$15.00$15.00
Output multiplier×6.00×6.00
Context window272K tokens
Intelligence index
Coding index71.1

What the numbers mean

Input pricing is close — 1.00× apart — so the decision should come down to measured quality on your own evaluation set rather than headline cost.

Tags: codex-auto-review — Coding, Reasoning, Vision · gpt-5.4 — Chat, Reasoning, Coding, Vision

Code

from openai import OpenAI
client = OpenAI(base_url="https://starseaapi.com/v1", api_key="sk-...")

# codex-auto-review
client.chat.completions.create(model="codex-auto-review", messages=[{"role":"user","content":"Hi"}])

# gpt-5.4
client.chat.completions.create(model="gpt-5.4", messages=[{"role": "user", "content": "Hi"}])

Compare

gpt-5.4 vs gpt-5.5

codex-auto-review vs gpt-5.6-terra