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gemma-3-12b-it

novita · chat model

gemma-3-12b-it is listed here as a chat model from novita. This page shows simple API pricing, token limits, and capability flags so you can compare it with similar options.

Input
$0.0500 / 1M tokens
Output
$0.1000 / 1M tokens
Cached input
N/A
Context
8.2K

Quick read

Best for

Use this page when you need a fast view of cost, context size, and supported features before testing the model in your own workload.

Things to verify

Always check the provider page for discounts, cache pricing, region rules, and any model limits that may not appear in public metadata.

Pricing

Item Price
Input
$0.0500 / 1M tokens
Output
$0.1000 / 1M tokens
Embedding
$0.0500 / 1M tokens

Token limits

Context window
8.2K
Max input tokens
131.1K
Max output tokens
8.2K
Max tokens
8.2K

Capabilities

Capability Supported
Vision
Function calling
Parallel function calling
Tool choice
Prompt caching
Reasoning
Response schema
System messages
Audio input
Audio output
Web search
PDF input
Video input

Benchmarks

Most benchmark rows are attached to the base model family rather than this provider route. Open benchmark explorer

Benchmark Score Metric Scope Checked Source
MMLU 78.6 5-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
MMLU-Pro (CoT) 52.2 5-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
GPQA 24.3 5-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
HumanEval 48.8 0-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
MATH 50.0 4-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
MMLU 78.6 5-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
GSM8K 82.6 8-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
HumanEval 48.8 0-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
MGSM 74.3 0-shot Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
DocVQA 85.6 val Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
MMMU 56.1 pt Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
DocVQA 85.6 score Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
InfoVQA 59.4 score Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
MMMU 56.1 score Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
TextVQA 68.6 score Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
AI2D 79.0 score Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link
ChartQA 76.3 score Base model: Gemma 3 (Gemma 3 PT 27B) 2026-05-31 Link

Sources

Source links
Pricing data LiteLLM model cost map
Synced at 2026-05-28

Docs

Official docs

Similar models

This list is ranked by overall similarity. Use filters to emphasize the lens that matters most for the replacement you are making.

Comparing from
Model Cost Input shape Features Context Why it is close
gemma-3-12b-it
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In $0.0500 / 1M tokens
Out $0.1000 / 1M tokens
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Reference row

Overall blends cost, modality overlap, capabilities, and context.

Model Cost Input shape Features Context Why it is close
deepseek-ocr
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In $0.0300 / 1M tokens
Out $0.0300 / 1M tokens
imagetext
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gpt-oss-20b
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In $0.0400 / 1M tokens
Out $0.1500 / 1M tokens
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l3-8b-lunaris
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In $0.0500 / 1M tokens
Out $0.0500 / 1M tokens
imagetext
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google.gemma-3-4b-it
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In $0.0400 / 1M tokens
Out $0.0800 / 1M tokens
imagetext
Output: image, text
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mistral.ministral-3-3b-instruct
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In $0.1000 / 1M tokens
Out $0.1000 / 1M tokens
imagetext
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llama-3.2-11b
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In $0.1600 / 1M tokens
Out $0.1600 / 1M tokens
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Text + image covered
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hermes-2-pro-llama-3-8b
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In $0.1400 / 1M tokens
Out $0.1400 / 1M tokens
imagetext
Output: text
Tool choiceResponse schemaSystem messages
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Overall 73%
Missing image
gpt-oss-120b
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In $0.0500 / 1M tokens
Out $0.2500 / 1M tokens
imagetext
Output: text
VisionTool choiceResponse schemaSystem messages
32.8K
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Overall 71%
ernie-4.5-vl-28b-a3b
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In $0.1400 / 1M tokens
Out $0.5600 / 1M tokens
imagetext
Output: text
VisionTool choiceSystem messages
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gemma-3-12b-it
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In $0.0500 / 1M tokens
Out $0.1000 / 1M tokens
imagetext
Output: text
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131.1K
Text + image covered
Overall 66%
gemini-2.0-flash-001
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In $0.1000 / 1M tokens
Out $0.4000 / 1M tokens
imagetext audiofile
Output: text
VisionTool choiceResponse schemaSystem messages
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Text + image covered
Overall 65%
gpt-4o-mini
replicate
In $0.1500 / 1M tokens
Out $0.6000 / 1M tokens
imagetext
Output: text
VisionTool choiceResponse schemaSystem messages
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Text + image covered
Overall 62%
qwen3-vl-8b-instruct
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In $0.0800 / 1M tokens
Out $0.5000 / 1M tokens
imagetext video
Output: text
VisionTool choiceResponse schemaSystem messages
32.8K
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Overall 60%
gpt-4.1-mini
replicate
In $0.4000 / 1M tokens
Out $1.6000 / 1M tokens
imagetext
Output: text
VisionTool choiceResponse schemaSystem messages
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Text + image covered
Overall 58%
gpt-5
replicate
In $1.2500 / 1M tokens
Out $10.0000 / 1M tokens
imagetext
Output: text
VisionTool choiceResponse schemaSystem messages
N/A
Text + image covered
Overall 57%
gpt-4.1
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Out $8.0000 / 1M tokens
imagetext
Output: text
VisionTool choiceResponse schemaSystem messages
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Text + image covered
Overall 57%
qwen3-vl-30b-a3b-instruct
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In $0.2000 / 1M tokens
Out $0.7000 / 1M tokens
imagetext video
Output: text
VisionTool choiceResponse schemaSystem messages
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Overall 56%
Qwen2.5-7B-Instruct
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In $0.0400 / 1M tokens
Out $0.1000 / 1M tokens
imagetext
Output: text
Low overlap
32.8K
Partial I/O overlap
Overall 50%
Missing image
llama-4-maverick-17b-128e-instruct-fp8
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In $0.0500 / 1M tokens
Out $0.1000 / 1M tokens
imagetext
Output: unknown
Tool choiceSystem messages
8.2K
Partial I/O overlap
Overall 43%
Missing text, image
llama-4-scout-17b-16e-instruct
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In $0.0500 / 1M tokens
Out $0.1000 / 1M tokens
imagetext
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Tool choiceSystem messages
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qwen25-coder-32b-instruct
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In $0.0500 / 1M tokens
Out $0.1000 / 1M tokens
imagetext
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qwen3-32b-fp8
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In $0.0500 / 1M tokens
Out $0.1000 / 1M tokens
imagetext
Output: unknown
Tool choiceSystem messages
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Overall 28%
Missing text, image