AI model comparison

DeepSeek Reasoner vs google/gemma-4-12B-it

Compare pricing, context limits, supported inputs and deployment options to choose a model for your workflow.

DeepSeek Reasoner from DeepSeek lists 1M context, 384K maximum output, $0.14 input per 1M tokens, $0.28 output per 1M tokens. google/gemma-4-12B-it from google lists 262.14K context, 32.77K maximum output, $0.06 input per 1M tokens, $0.30 output per 1M tokens. Compare the inputs, outputs and deployment options below to see which fits your workflow.

Side-by-sideCapabilities and practical differences

DeepSeek

DeepSeek Reasoner

DeepSeek Reasoner from DeepSeek: DeepSeek reasoning model for multi-step analysis, math, coding, and tools.

Context
1M
Max output
384K
Input / 1M tokens
$0.14
Output / 1M tokens
$0.28

Accepts

  • Text input

Produces

  • Text output
VS

google

google/gemma-4-12B-it

google/gemma-4-12B-it is a source-linked Hugging Face repository assigned to Any-to-any. Its recorded task interface accepts text, image, audio, video and produces text, image, audio, video.

Context
262.14K
Max output
32.77K
Input / 1M tokens
$0.06
Output / 1M tokens
$0.30

Accepts

  • Text input
  • Image input
  • Audio input
  • Video input

Produces

  • Text output
  • Image output
  • Audio output
  • Video output

At a glance

Key differences

Compare the available figures below, then try both models on the work you need to do.

DeepSeek Reasoner

  • Context capacity: 1M
  • Maximum output: 384K
  • Output price: $0.28

google/gemma-4-12B-it

  • Input price: $0.06

Context capacity

Higher listed limit

DeepSeek Reasoner:1M

google/gemma-4-12B-it:262.14K

DeepSeek Reasoner

Maximum output

Higher listed limit

DeepSeek Reasoner:384K

google/gemma-4-12B-it:32.77K

DeepSeek Reasoner

Input price

Lower listed token rate

DeepSeek Reasoner:$0.14

google/gemma-4-12B-it:$0.06

google/gemma-4-12B-it

Output price

Lower listed token rate

DeepSeek Reasoner:$0.28

google/gemma-4-12B-it:$0.30

DeepSeek Reasoner

Specifications

Pricing, limits and capabilities

Specifications for DeepSeek Reasoner and google/gemma-4-12B-it. Higher limits and lower prices describe these figures only.
SpecificationDeepSeek Reasonergoogle/gemma-4-12B-it
ProviderDeepSeekgoogle
Listed pricing routeDeepSeekgoogle
Model familydeepseek-thinking—
Accepted inputstexttext, image, audio, video
Produced outputstexttext, image, audio, video
Context window1MHigher262.14K
Max output384KHigher32.77K
Input price / 1M$0.14$0.06Lower
Output price / 1M$0.28Lower$0.30
Reasoning modeDocumentedNot documented
Tool callingDocumentedDocumented
Image inputNot documentedDocumented
Audio inputNot documentedDocumented
Structured outputNot documentedNot documented
LicenseOpen weightsNot documented

Workload guidance

Which model should you choose?

Consider DeepSeek Reasoner if you need larger context or larger maximum output or a lower listed output rate. Consider google/gemma-4-12B-it if you need a lower listed input rate. 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.

Documentation and model profiles

Explore each model’s features, API requirements and licence terms in the sources below.

Questions people ask

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.

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