Automated page. Written and translated automatically by AI and checked against the sources by software; no human editor. SI-IQ is an index built from public benchmark results, not an IQ test. How it works

How smart is GPT-5.4?

131 SI-IQ · 90% interval 128–133
Rank 15 of 80 ranked models · Plausible rank range 11–32

GPT-5.4 is a model from OpenAI, released on Mar 5, 2026. Its SI-IQ is 131 (90% interval 128–133), estimated from 10 benchmark results by 2 evaluators. Its strongest area is Math and its weakest is Knowledge.

Data as of Oct 18, 2026 · method 1.0.0

Facts

Developer
OpenAI
Released
Mar 5, 2026
Access
API access
Benchmarks used
10 benchmark results from 2 evaluators
API price
$2.50 input / $15 output per 1M tokens (developer's price list, Oct 18, 2026)
Context window
1,050,000 tokens

Ability by area (SI-IQ, 90% interval)

6080100120140160Reasoning131Math131Knowledge130

Every benchmark result we used

Each score is one value exactly as the source published it: for Epoch AI the best of its run settings, for OpenRouter the median hosting provider (the developer's own hosting when it ran the test). “Implied SI-IQ” is the ability that this single result points to; the overall SI-IQ is their precision-weighted average.

Benchmark Area Score Implied SI-IQ Evaluated by As listed by the source Retrieved Source
Chess Puzzles Reasoning 48.0% 132 Epoch AI gpt-5.4-2026-03-05_xhigh Oct 18, 2026 Epoch AI Benchmarking Hub · data file
Furniture Assembly not in index Reasoning 37.5% — Epoch AI gpt-5.4-2026-03-05_xhigh Oct 18, 2026 Epoch AI Benchmarking Hub · data file
Mystery Game Puzzles Reasoning 37.0% 129 Epoch AI gpt-5.4-2026-03-05_xhigh Oct 18, 2026 Epoch AI Benchmarking Hub · data file
FrontierMath Tier 4 Math 49.0% 130 Epoch AI gpt-5.4-2026-03-05_xhigh Oct 18, 2026 Epoch AI Benchmarking Hub · data file
FrontierMath Tiers 1–3 Math 78.6% 133 Epoch AI gpt-5.4-2026-03-05_xhigh Oct 18, 2026 Epoch AI Benchmarking Hub · data file
OTIS Mock AIME 2024–2025 Math 97.8% 130 Epoch AI gpt-5.4-2026-03-05_high Oct 18, 2026 Epoch AI Benchmarking Hub · data file
SWE-bench Verified (Epoch AI run) Coding 76.9% 125 Epoch AI gpt-5.4-2026-03-05_high Oct 18, 2026 Epoch AI Benchmarking Hub · data file
GPQA Diamond Knowledge 93.3% 133 Epoch AI gpt-5.4-2026-03-05_xhigh Oct 18, 2026 Epoch AI Benchmarking Hub · data file
GPQA Diamond (OpenRouter run) Knowledge 90.0% 130 OpenRouter openai/gpt-5.4-20260305
OpenAI · first-party provider (1 of 3 rows)
Oct 18, 2026 OpenRouter benchmark datasets · data file
SimpleQA Verified Knowledge 45.1% 124 Epoch AI gpt-5.4-2026-03-05_xhigh Oct 18, 2026 Epoch AI Benchmarking Hub · data file
τ²-bench Airline (OpenRouter run) Agents 73.2% 126 OpenRouter openai/gpt-5.4-20260305
OpenAI · first-party provider (1 of 3 rows)
Oct 18, 2026 OpenRouter benchmark datasets · data file

Human preference (Arena)

On the Arena leaderboard, where people vote between two anonymous answers, GPT-5.4 has a rating of 1,465 (1,461–1,468) from 67,870 votes (published Oct 15, 2026). Human preference is a different measure from benchmark ability and is not part of SI-IQ. Arena (Hugging Face)

Models with similar SI-IQ

ModelSI-IQ
GPT-5.6 LunaOpenAI130GPT-5.4 vs GPT-5.6 Luna
GPT-6 LunaOpenAI130GPT-5.4 vs GPT-6 Luna
Gemini 3.7 FlashGoogle DeepMind131GPT-5.4 vs Gemini 3.7 Flash
Gemini 3.8 FlashGoogle DeepMind130GPT-5.4 vs Gemini 3.8 Flash
Claude Haiku 5.5Anthropic129GPT-5.4 vs Claude Haiku 5.5

Computed with SI-IQ method version 1.0.0. Read the full methodology

Data sources: Arena leaderboard dataset on Hugging Face (CC BY 4.0); Epoch AI, ‘Capabilities & benchmarking’ (CC BY 4.0); LiteLLM, model_prices_and_context_window.json (MIT); Source: OpenRouter (openrouter.ai), licensed under CC BY 4.0: reuse and republish with attribution to OpenRouter (licences and changes).