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Gemini 3.5 Flash vs GPT-5.4: fast utility vs frontier flagship pricing

Gemini is 40% cheaper on the listed standard input, output, and cache-read rows. Choose based on required inputs, task results, and prompt size rather than the old 5x price claim.

Utility cost versus premium flagship performance.

Choosing between a lightweight fast model and a fully capable intelligence model requires analyzing your API bill. Here is how Gemini 3.5 Flash and GPT-5.4 stack up.

By TechCompare · Updated

Cost Comparison

Based on 100,000 input tokens (50% cached), 5,000 output tokens, and 100 requests.Provider USD token rates. Cache storage, cache writes, and other service fees aren't included.

Google: Gemini 3.5 Flash
$12.75
OpenAI: GPT-5.4
$21.25
Option A
Gemini 3.5 Flash
Wins 3 of 4 compared specs
Option B
GPT-5.4
Wins 0 of 4 compared specs

Side-by-side specs

SpecGemini 3.5 FlashGPT-5.4
Input cost per 1M tokens, GPT prompts up to 272K
$1.50 (better on this spec)
$2.50
Output cost per 1M tokens, GPT prompts up to 272K
$9.00 (better on this spec)
$15.00
Cache reads per 1M tokens, GPT prompts up to 272K
$0.15 (better on this spec)
$0.25
Batch discount
50%
50%

How they differ

Gemini 3.5 Flash charges $1.50/M input, $9/M output, and $0.15/M cache reads. GPT-5.4 charges $2.50/M input, $15/M output, and $0.25/M cache reads for prompts up to 272K input tokens. Above 272K, GPT-5.4 charges double input and 1.5 times output for the full session. Both offer 50% batch token discounts. Google cache storage is additional. These official USD rates were checked on October 7, 2026.

Verdict

At the listed short-context tier, Gemini costs $1.50/$9/$0.15 per million input/output/cache-read tokens versus GPT-5.4 at $2.50/$15/$0.25. Gemini is 40% cheaper in each category, and matching 50% batch discounts preserve that ratio. For 100K input, half cached, and 5K output, Gemini costs $0.1275 and GPT-5.4 costs $0.2125 before extra services. Above 272K input tokens, GPT-5.4 uses its higher full-session pricing. Google cache storage is billed separately.

Which should you pick?

Choose Gemini 3.5 Flash

High-volume classification, basic search filtering, and low-latency runs.

Choose GPT-5.4

Advanced logical reasoning, data synthesis, and deep research tasks.

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Frequently asked questions

How much cheaper is Gemini 3.5 Flash than GPT-5.4?
At the listed tier, Gemini is 40% cheaper on input, output, and cache-read tokens. Rates are $1.50/$9/$0.15 versus $2.50/$15/$0.25 per million tokens. The cached rates do not tie. GPT-5.4 uses higher full-session rates above 272K input tokens.
Should I use Gemini Flash as a filter before GPT-5.4?
Test a cascade against sending each request directly to GPT-5.4. A routed request that calls both models pays for both calls. Savings depend on the share escalated, token usage, and accepted results. There is no fixed 70-90% saving from the standard prices alone.
Do both models support batch discounts?
Both offer 50% batch token discounts. Gemini batch input/output/cache reads cost $0.75/$4.50/$0.075 per million. GPT-5.4 at its short-context tier costs $1.25/$7.50/$0.125. Gemini retains its 40% token-price saving. Cache storage and other services are additional.