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?
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)
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 | Score | Evaluated by | Source |
|---|---|---|---|
| Chess Puzzles | 48.0% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| Furniture Assembly not in index | 37.5% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| Mystery Game Puzzles | 37.0% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| FrontierMath Tier 4 | 49.0% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| FrontierMath Tiers 1–3 | 78.6% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| OTIS Mock AIME 2024–2025 | 97.8% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| SWE-bench Verified (Epoch AI run) | 76.9% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| GPQA Diamond | 93.3% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| GPQA Diamond (OpenRouter run) | 90.0% | OpenRouter | OpenRouter benchmark datasets · data file |
| SimpleQA Verified | 45.1% | Epoch AI | Epoch AI Benchmarking Hub · data file |
| τ²-bench Airline (OpenRouter run) | 73.2% | OpenRouter | 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
| Model | SI-IQ | |
|---|---|---|
| GPT-5.6 LunaOpenAI | 130 | GPT-5.4 vs GPT-5.6 Luna |
| GPT-6 LunaOpenAI | 130 | GPT-5.4 vs GPT-6 Luna |
| Gemini 3.7 FlashGoogle DeepMind | 131 | GPT-5.4 vs Gemini 3.7 Flash |
| Gemini 3.8 FlashGoogle DeepMind | 130 | GPT-5.4 vs Gemini 3.8 Flash |
| Claude Haiku 5.5Anthropic | 129 | GPT-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).