Is text-embedding-3-large or OpenAI: GPT-5.4 Image 2 cheaper?

text-embedding-3-large is cheaper on output tokens ($0.00 vs $15.00 per 1M).

Which has the larger context window, text-embedding-3-large or OpenAI: GPT-5.4 Image 2?

OpenAI: GPT-5.4 Image 2 has the larger context window (272K tokens).

text-embedding-3-large vs OpenAI: GPT-5.4 Image 2

text-embedding-3-large is cheaper on output tokens, while OpenAI: GPT-5.4 Image 2 offers a larger context window. Choose text-embedding-3-large or OpenAI: GPT-5.4 Image 2 based on the trade-off between cost, context, and the benchmarks that matter for your use case.

Spec	text-embedding-3-large	OpenAI: GPT-5.4 Image 2
Provider	OpenAI	OpenAI
Input / 1M tokens	$0.13	$8.00
Output / 1M tokens	$0.00	$15.00
Context window	8K	272K
Parameters	—	—
Open weights	No	—
Released	Jan 2024	—

text-embedding-3-large details →OpenAI: GPT-5.4 Image 2 details →

FAQ

Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.