the model directory

Gemini 3.7 Flash vs GPT-5.4 Pro

compare api pricing, context windows, and capabilities side by side.

use the same workload to understand the cost before choosing a model.

prices are published impossibl api usage rates in usd. compare the billing units and context tiers alongside each price. unpublished capabilities are marked explicitly.

model pricing, capabilities, context limits, and retirement dates
specification	Gemini 3.7 Flash google/gemini-3.7-flash	GPT-5.4 Pro openai/gpt-5.4-pro
creator	Google	OpenAI
model type	Text generation	Text generation
input modalities	text, image, audio, video	text, image
output modalities	text	text
base input price	$0.75 / 1m tokens	$30.00 / 1m tokens
base output price	$3.75 / 1m tokens	$180.00 / 1m tokens
cached input price	$0.075 / 1m tokens	$3.00 / 1m tokens
context window	1.05m tokens	1.05m tokens
tool calling	not published	not published
context pricing tiers	none published	above 272,000 input tokens $60.00 input / $270.00 output per 1m tokens
endpoints	/v1/chat/completions	/v1/chat/completions
retirement	not announced	not announced

estimate your api cost

estimate text token usage across the same workload. all amounts are in usd.

input tokens / request

total input, including cached tokens

output tokens / request

include billable reasoning tokens

number of requests

the same token usage in each request

cached input / request

a subset of total input, never additional tokens

Gemini 3.7 Flash

$2.625

estimated usage cost

1,000 requests × (1,000 uncached input × $0.75 + 500 output × $3.75) / 1,000,000 = $2.625

base rates; no context pricing tiers are published.

GPT-5.4 Pro

$120.00

estimated usage cost

1,000 requests × (1,000 uncached input × $30.00 + 500 output × $180.00) / 1,000,000 = $120.00

base rates: up to 272,000 input tokens per request, inclusive.

estimates use published impossibl api usage rates. configured billing adjustments, funding fees, taxes, and custom workspace rates are excluded and may change the final amount.

image and audio usage, cache creation, and additional tool charges are excluded. reasoning tokens count as billable output, even when they are not visible in the response.

Gemini 3.7 Flash vs GPT-5.4 Pro: side-by-side summary

Gemini 3.7 Flash and GPT-5.4 Pro are available through the Impossibl API. They share the /v1/chat/completions endpoint. Set the model identifier to select the model for a supported request.

Gemini 3.7 Flash is created by Google. It has a 1,048,576-token context window. Base API pricing (USD): $0.75 per million input tokens; $3.75 per million output tokens.

GPT-5.4 Pro is created by OpenAI. It has a 1,050,000-token context window. Base API pricing (USD): $30.00 per million input tokens; $180.00 per million output tokens. Above 272,000 input tokens per request, context-tier rates apply to the whole request.

context window

Gemini 3.7 Flash: 1,048,576 tokens
GPT-5.4 Pro: 1,050,000 tokens

price

Gemini 3.7 Flash: Base API pricing (USD): $0.75 per million input tokens; $3.75 per million output tokens.
GPT-5.4 Pro: Base API pricing (USD): $30.00 per million input tokens; $180.00 per million output tokens. Above 272,000 input tokens per request, context-tier rates apply to the whole request.

created by

Gemini 3.7 Flash: Google
GPT-5.4 Pro: OpenAI