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Codex 5.4 vs 5.5 pricing and quality

A developer tested GPT 5.4 and GPT 5.5 across four prompt detail levels, finding that GPT 5.4 with a highly detailed prompt achieves results nearly as good as GPT 5.5. The best GPT 5.4 output scored 9.0/10, close to GPT 5.5's top score of 9.4/10, offering a lower-cost alternative with minimal quality loss.

read1 min views1 publishedJun 21, 2026

You can get very close results to GPT 5.5 by using GPT 5.4 with a highly detailed prompt.

I ran a small test to check this properly. I generated the same technical content into summaries using both GPT 5.4 and GPT 5.5, across four different prompt detail levels (Low to XHigh). Then I asked ChatGPT to rank all 8 outputs blindly, without giving it any scoring categories or guidelines โ€” so my own preferences wouldnโ€™t influence the result.

Hereโ€™s how it turned out:

Rankings (1 = best): GPT 5.5 XHigh โ€” 9.4/10

Best overall balance of technical depth, accuracy, and framing.

GPT 5.4 XHigh โ€” 9.0/10

Extremely close to the top. Clean, well-structured, and strong.

GPT 5.4 High โ€” 8.7/10

Solid and grounded, with good references to the source material.

GPT 5.5 Medium โ€” 8.5/10

GPT 5.5 High โ€” 8.5/10

Both clear and reliable.

GPT 5.5 Low โ€” 8.3/10

Held up surprisingly well for a lighter prompt.

GPT 5.4 Medium โ€” 8.0/10

GPT 5.4 Low โ€” 7.6/10

Main takeaway:

Once you go all-in on prompt detail (XHigh), the performance gap between 5.4 and 5.5 becomes quite small. This gives you a practical, lower-cost option without losing much quality.

โ”€โ”€ more in #large-language-models 4 stories ยท sorted by recency
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