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Comparisons / Claude Opus 4.6 vs GPT-5.4
AI models for coding · HN opinions Nov 2025 – Nov 2026

Claude Opus 4.6 vs GPT-5.4: what developers actually say

Based on 401 opinions on Hacker News from developers who discussed these two, most of them first-hand users.

Claude Opus 4.6
63%
approval · 287 opinions · 257 developers
last 90 days: 63%
GPT-5.4
72%
approval · 114 opinions · 105 developers
last 90 days: –

GPT-5.4 comes out ahead overall. Its approval score is 72 vs 63, it wins stated head-to-head picks 10 to 4, and its positive shares are higher for code quality (73% vs 64%), reliability (59% vs 33%), and cost (86% vs 50%). Opus 4.6 has more evidence (287 opinions from 257 authors vs 114 from 105), more autonomy mentions at a similar positive rate (21 positive, 8 negative vs 5 and 2), and better UX sentiment (4 positive, 1 negative vs 1 and 2). Pick Opus 4.6 for instruction-following, analysis and planning, or formatted output; pick GPT-5.4 for coding, reliability, large codebases, and cost control, though its sample is smaller and it has no 90-day approval score.

When developers explicitly said they prefer one or switched: 4 picked Claude Opus 4.6, 10 picked GPT-5.4.

Choose Claude Opus 4.6 if

  • Want stronger instruction-following and analysis
  • Value formatted output and UX
  • Work in Qt C++/QML or want the model to check existing code first

Choose GPT-5.4 if

  • Want higher approval and the 10 to 4 head-to-head edge
  • Care about reliability, cost, and large-codebase work
  • Need a coding model that follows plans to completion

Where each one wins and loses

PraiseComplaintsA = Claude Opus 4.6B = GPT-5.4
Code quality
A
43
78
B
14
37
Reliability
A
39
19
B
7
10
Autonomy
A
8
21
B
2
5
Cost & pricing
A
7
7
B
2
12
Speed
A
6
4
Large codebases
A
4
4
B
6
Usage limits
A
3
4
UX
A
1
4
B
2
1

Why developers switched

Picked Claude Opus 4.6

Picked GPT-5.4

Said Opus 4.6 followed trained habits over user intent and struggled with old papers, making GPT-5.4 the better fit.HN comment · Jun 18, 2026
Said GPT-5.4 xhigh beat Opus 4.6 in repeated head-to-head tests and was a stronger implementer, though Opus worked as a reviewer.HN comment · Apr 21, 2026
Said GPT-5.4 found deeper problems in a refactor than Opus 4.6, though the commenter still preferred Opus for writing code.HN comment · Apr 16, 2026
Said GPT-5.4 used about half the tokens and followed plans to completion, while Opus 4.6 took shortcuts.HN comment · Apr 12, 2026
Said GPT-5.4 xhigh was far better than Opus 4.6 on system-programming tests, including QEMU and Redis work, despite the $200 cost.HN comment · Apr 9, 2026
Said Opus 4.6 at max effort fell short as a worker, so mixing agents from different vendors produced the best results.HN comment · Apr 8, 2026

Summaries are paraphrased. Each links to the original comment.

Side by side

Claude Opus 4.6GPT-5.4
Approval
63%
72%
Last 90 days63%–
Opinions287114
First-hand users242101

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