| codex-auto-review | gpt-5.4 | |
|---|---|---|
| Providers | OpenAI | OpenAI |
| Input $/M | $2.50 | $2.50 |
| Output $/M | $15.00 | $15.00 |
| Output multiplier | ×6.00 | ×6.00 |
| Context window | 272K tokens | — |
| Intelligence index | — | — |
| Coding index | — | 71.1 |
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
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"}])