Model comparison
GPT-5.4 Pro vs Sonar Reasoning Pro
GPT-5.4 Pro has enough public results to be ranked (#16); Sonar Reasoning Pro does not yet, so treat this comparison as directional.
Last verified . 0 shared benchmarks.
PerplexitySummary
- Sonar Reasoning Pro is cheaper at $2 / $8 per million input/output tokens, against $30 / $180 for GPT-5.4 Pro.
- GPT-5.4 Pro accepts more context: 1.05M tokens versus 128K.
Side by side
| GPT-5.4 Pro | Sonar Reasoning Pro | |
|---|---|---|
| Provider | OpenAI | Perplexity |
| Noometry Index | 58.8 | — |
| Released | 2026-03-05 | 2024-01-01 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | 128K |
| Max output | 128K | 4K |
| Input $ / M tokens | $30 | $2 |
| Output $ / M tokens | $180 | $8 |
| Results tracked | 16 | 1 |
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Category by category
Coding Not comparable
GPT-5.4 Pro: 42.6 (#89), Sonar Reasoning Pro: —
| Benchmark | GPT-5.4 Pro | Sonar Reasoning Pro |
|---|---|---|
| WeirdML | 57.4% | — |
Agentic & Tool Use Not comparable
GPT-5.4 Pro: —, Sonar Reasoning Pro: —
| Benchmark | GPT-5.4 Pro | Sonar Reasoning Pro |
|---|---|---|
| LMArena Search | — | 1139 |
Reasoning Not comparable
GPT-5.4 Pro: 71.0 (#10), Sonar Reasoning Pro: —
| Benchmark | GPT-5.4 Pro | Sonar Reasoning Pro |
|---|---|---|
| ARC-AGI-2 | 83.3% | — |
| SimpleBench | 74.1% | — |
| ARC-AGI-1 | 94.5% | — |
| CritPt | 30% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| Epoch Capabilities Index | 159.12 | — |
Math Not comparable
GPT-5.4 Pro: 72.0 (#17), Sonar Reasoning Pro: —
| Benchmark | GPT-5.4 Pro | Sonar Reasoning Pro |
|---|---|---|
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| FrontierMath (Feb 2025 set) | 50% | — |
| FrontierMath Tier 4 (v1) | 37.5% | — |
Knowledge Not comparable
GPT-5.4 Pro: 68.3 (#6), Sonar Reasoning Pro: —
| Benchmark | GPT-5.4 Pro | Sonar Reasoning Pro |
|---|---|---|
| GPQA Diamond | 94.6% | — |
| Humanity's Last Exam | 44.3% | — |
| SimpleQA Verified | 46.3% | — |
| Vectara Hallucination Rate | 8.3% | — |
Frequently asked questions
Is GPT-5.4 Pro better than Sonar Reasoning Pro?
GPT-5.4 Pro has enough public results to be ranked (#16); Sonar Reasoning Pro does not yet, so treat this comparison as directional.
Which is cheaper, GPT-5.4 Pro or Sonar Reasoning Pro?
Sonar Reasoning Pro is cheaper. It lists at $2 per million input tokens and $8 per million output tokens; GPT-5.4 Pro lists at $30 and $180.
Which has the bigger context window?
GPT-5.4 Pro does, with 1.05M tokens against 128K.
How many benchmarks do GPT-5.4 Pro and Sonar Reasoning Pro share?
0 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Sonar Reasoning Pro has 1.