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Leaderboard / OpenAI

GPT-5.4

OpenAI High CLOSED Proprietary
Other settings:Default · 67High, Codex HarnessMedium, Codex Harness
Verdict

GPT-5.4 is a strong all-rounder: #23 of 406 by SIscope score. Strong at everything it's been tested on, especially following instructions. On the pricey side: costs more than 84% of priced models.

SIscope score
88
#23 of 406
Human-vote rank
#34
of 419 · score 1469
Price per 1M tokens, blended
$5.63
$2.5 in · $15 out
Context window
1.1M
1,050,000 tokens

Shape

Each spoke is a category, 0 at the centre, 100 at the edge.

CodingAgentsno data yetReasoningMathChatInstructions

Category scores

Percentiles: 90 means better than about 90% of tested models.

Coding86
Agents & toolsNo data yet–
Reasoning & knowledge89
Math91
Chat quality92
Following instructions93

What goes into each category · Compare with DeepSeek V4.1 Flash

Human-vote score over time

Text arena, recent updates.

146514701475Oct 20: 1469.1 (rank #33)Oct 22: 1469.2 (rank #33)Oct 28: 1469.1 (rank #34)Oct 20Oct 28

Independent test runs

Run by Epoch AI on the same harness for every model. Bars show the share of questions answered correctly.

GPQA Diamond90%
PhD-level science multiple choice questions
Better than 84% of 333 tested models. Run Jul 15, 2026.
OTIS Mock AIME 2024-2598%
Competition maths problems in the style of AIME
Better than 88% of 313 tested models. Run Jul 15, 2026.
SWE-bench Verified77%
Fixing real GitHub issues in Python repositories
Better than 79% of 35 tested models. Run Mar 6, 2026.

Human-vote arenas

People compare two anonymous answers and pick the better one. Scores work like chess ratings.

ArenaRankScoreRange (95%)VotesUpdated
Text arena
Everyday chat, blind human votes
#34 of 41914691465–147364,748Oct 28, 2026
WebDev arena
Building web apps, blind human votes
Not on this board yet
Vision arena
Questions about images, blind human votes
#18 of 16713031297–130830,747Oct 19, 2026
Agent arena
Real multi-step agent sessions
Not on this board yet

Source: Arena (formerly LMArena) leaderboard dataset, CC BY 4.0. Fetched Nov 4, 2026.

Price

Input
$2.5
per 1M tokens
Output
$15
per 1M tokens
Blended
$5.63
3 in : 1 out, per 1M
Context window
1.1M
max tokens per request
Speed
Coming soon
our own tests

List price from the OpenRouter models API (openai/gpt-5.4), Nov 4, 2026. Providers can charge differently.