Name: google/gemma-4-12B-it
Author: google

Question 1

What does this google/gemma-4-12B-it vs LongCat-2.0 comparison cover?

Accepted Answer

It brings together documented inputs and outputs, token limits, deployment terms and available pricing. When both models have source-linked, verified results on a shared benchmark, those results are shown with their individual sources. The comparison is a starting point for evaluating your own workload.

Question 2

Which is cheaper: google/gemma-4-12B-it or LongCat-2.0?

Accepted Answer

google/gemma-4-12B-it lists $0.06 input and $0.30 output per 1M tokens. LongCat-2.0 lists $0.75 input and $3.00 output. The cheaper workload depends on the mix of input and output. Long-context tiers, caching, batch processing and retries can change the bill.

Question 3

Which has the larger context window: google/gemma-4-12B-it or LongCat-2.0?

Accepted Answer

google/gemma-4-12B-it lists 262.14K tokens and LongCat-2.0 lists 1M. LongCat-2.0 therefore has the larger recorded context window, but capacity alone is not a quality score.

Question 4

Which is faster: google/gemma-4-12B-it or LongCat-2.0?

Accepted Answer

There is no matched speed measurement for both models with the same source, host, region and date. Test the same prompts at your expected concurrency and measure time to the first useful response as well as complete task time.

Question 5

What input and output types do google/gemma-4-12B-it and LongCat-2.0 support?

Accepted Answer

google/gemma-4-12B-it records text, image, audio, video input and text, image, audio, video output. LongCat-2.0 records text input and text output. “Not documented” means the current source record is incomplete; it does not prove that a modality is unsupported.

Question 6

Should I choose google/gemma-4-12B-it or LongCat-2.0?

Accepted Answer

Consider google/gemma-4-12B-it if you need a lower listed input rate or a lower listed output rate. Consider LongCat-2.0 if you need larger context or larger maximum output. google/gemma-4-12B-it offers downloadable weights; LongCat-2.0 is listed as a proprietary model. Compare licence terms and operating costs before choosing a deployment. Test both on the same representative examples and judge the output against your acceptance criteria. Include tool failures, retries and the time to a completed task.

Specification	google/gemma-4-12B-it	LongCat-2.0
Provider	google	Meituan
Listed pricing route	google	Meituan
Model family	—	longcat
Accepted inputs	text, image, audio, video	text
Produced outputs	text, image, audio, video	text
Context window	262.14K	1MHigher
Max output	32.77K	131.07KHigher
Input price / 1M	$0.06Lower	$0.75
Output price / 1M	$0.30Lower	$3.00
Reasoning mode	Not documented	Documented
Tool calling	Documented	Documented
Image input	Documented	Not documented
Audio input	Documented	Not documented
Structured output	Not documented	Not documented
License	Not documented	Proprietary

google/gemma-4-12B-it vs LongCat-2.0

google/gemma-4-12B-it

LongCat-2.0

Key differences

Pricing, limits and capabilities

Which model should you choose?

Documentation and model profiles

Questions people ask

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