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Gemini 3.5 Flash vs GPT-5.4 Mini: which utility model is more economical?

Gemini 3.5 Flash has cheaper base rates. However, if you have a high prompt reuse rate exceeding 65%, GPT-5.4 Mini can become cheaper due to its superior 90% caching discount.

Fast, lightweight multimodal models comparison.

Fast, lightweight models are the backbone of real-time applications. Gemini 3.5 Flash and GPT-5.4 Mini both target low-latency workflows with highly competitive pricing.

By TechCompare · Updated

Cost Comparison

Based on 100,000 input tokens (50% cached), 5,000 output tokens, and 100 requests.

Option A
Gemini 3.5 Flash
Wins 2 of 4 compared specs
Option B
GPT-5.4 Mini
Wins 1 of 4 compared specs

Side-by-side specs

SpecGemini 3.5 FlashGPT-5.4 Mini
Input Cost (per M)$0.50 (better on this spec)$0.75
Output Cost (per M)$3.00 (better on this spec)$4.50
Cached Input (per M)$0.125$0.075 (better on this spec)
Batch Discount50%50%

How they differ

Gemini 3.5 Flash is priced at $0.50 per million input tokens and $3.00 per million output tokens, offering a 75% cache discount. GPT-5.4 Mini costs $0.75 per million input tokens and $4.50 per million output tokens, but offers a 90% cache discount.

Verdict

Flash leads every base row: $0.50/M input vs $0.75 and $3.00/M output vs $4.50. The crossover sits at cached input, where Mini's 90% discount drops it to $0.075/M against Flash's $0.25/M. Below ~65% prompt reuse, Flash's lower base price wins outright. Above that, Mini's deeper cache overtakes it. Batch ties at 50% on both sides, so it doesn't move the live-call verdict.

Which should you pick?

Choose Gemini 3.5 Flash

Multimodal tasks involving audio/video/images, and standard low-latency transactions.

Choose GPT-5.4 Mini

Chat applications with highly repetitive, cached system prompts and long context history.

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Frequently asked questions

At what cache reuse rate does GPT-5.4 Mini beat Gemini 3.5 Flash?
Above roughly 65% prompt reuse. GPT-5.4 Mini's 90% caching discount drops input from $0.75/M to $0.075/M, while Gemini 3.5 Flash's 75% cache discount only reaches $0.25/M. Below that reuse rate Gemini's lower base rates win. Calculate your effective rate with prompt caching at your actual reuse percentage.
Which model is best for multimodal audio or video inputs?
Gemini 3.5 Flash. It has native multimodal support for audio, video, and images, while GPT-5.4 Mini is text-only. For transcription-style workloads or video frame analysis at low latency, Gemini 3.5 Flash at $0.50/M input and $3.00/M output is the practical pick.
Are the batch discounts actually the same on both models?
Yes, both Gemini 3.5 Flash and GPT-5.4 Mini offer a 50% batch API discount. Batch mode drops Gemini 3.5 Flash to $0.25/M input and $1.50/M output, and GPT-5.4 Mini to $0.375/M input and $2.25/M output. Gemini stays cheaper in batch mode too, by the same ratio as live mode.