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OpenAI: GPT-5.4 Mini (batch) vs Google: Gemini 3.5 Flash Lite (batch)

Head-to-head API cost, context, and performance comparison. Synced at 4:22:28 PM.

Executive Summary

When evaluating OpenAI: GPT-5.4 Mini (batch) against Google: Gemini 3.5 Flash Lite (batch), the pricing structure is a key differentiator. Google: Gemini 3.5 Flash Lite (batch) is approximately 47% more cost-effective per 1 million tokens overall.

However, when looking at raw reasoning capabilities, Google: Gemini 3.5 Flash Lite (batch) leads with a statistical ELO score of 1508. For tasks involving complex logic, coding, or instruction-following, developers might prefer Google: Gemini 3.5 Flash Lite (batch), provided their budget allows for the API burn rate.

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Raw Technical comparison

Metric
OpenAI: GPT-5.4 Mini (batch)
Google: Gemini 3.5 Flash Lite (batch)
Performance (ELO)
1508
1508
Input Cost / 1M
$0.38
$0.15
Output Cost / 1M
$2.25
$1.25
Context Window
400,000 tokens
1,048,576 tokens

Verdict

If you are looking for pure performance and capability, Tie is statistically superior. However, if API burn rate is the primary concern, Google: Gemini 3.5 Flash Lite (batch) wins out aggressively in pricing.

People Also Ask

Is OpenAI: GPT-5.4 Mini (batch) cheaper than Google: Gemini 3.5 Flash Lite (batch)?

No. Google: Gemini 3.5 Flash Lite (batch) is the more cost-effective model, operating at a lower price point per 1 million tokens.

Which model has the larger context window?

The Google: Gemini 3.5 Flash Lite (batch) model has the advantage in memory, offering a massive 1,048,576 token limit for document ingestion.

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