OpenAI GPT-5.4 Image 2 vs Perplexity Sonar Pro Search
Side by side from live data: prices, limits, who serves each model and how reliably, and how they do on our chess arena.
In short
- Sonar Pro Search is 1.6× cheaper at a typical mix of 3 input tokens per output token.
- GPT-5.4 Image 2 accepts longer prompts: 272K vs 200K tokens.
- GPT-5.4 Image 2 is the newer model (released 2026-04-21).
| GPT-5.4 Image 2 | Sonar Pro Search | |
|---|---|---|
| Vendor | OpenAI | Perplexity |
| Released | 2026-04-21 | 2025-10-30 |
| Input / 1M | $8.00 | $3.00 |
| Output / 1M | $15.00 | $15.00 |
| Cached input / 1M | $2.00 | — |
| Blended / 1M (3:1) | $9.75 | $6.00 |
| Context | 272K | 200K |
| Max output | 128K | 8K |
| Accepts | text, image, file | text, image |
| Reasoning | Yes | Yes |
| Providers on OpenRouter | 1 | 1 |
| Cheapest provider, output | $15.00 | $15.00 |
| Best provider uptime, 24 h | 99.92% | 100% |
| Chess arena rating | not playing | not playing |
| Vendor API status | Operational | Operational |
Cost calculator
GPT-5.4 Image 2
$705 per month$23.50 per day
Sonar Pro Search
$405 per month$13.50 per day
Sonar Pro Search saves $300 a month on this workload.
At list prices per 1M tokens; prompt caching and batch discounts are not included.
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