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Gemma 3 12B IT API

Google

76% cheaper than OpenRouter

Gemma 3 12B IT on Amazon Bedrock Mantle.

About Gemma 3 12B IT

Gemma 3 12B IT is a large language model developed by Google. It's particularly well-suited for analyzing images, screenshots, and visual content, orchestrating tool-using agents that call APIs and external services, producing structured outputs for reliable data extraction, and handling large contexts of up to 128K tokens. Its 128K-token context window means you can pass in entire documents, codebases, or conversation histories without losing context. Developers choose Gemma 3 12B IT when they need reliable, production-quality AI inference through a simple API — and on Qubax, it's available at a fraction of the cost of traditional providers.

In the broader AI landscape, Gemma 3 12B IT sits among the frontier-tier offerings from Google With multimodal vision and agentic tool use, it competes with the most frontier-tier models on the market. What sets it apart on Qubax isn't just the model itself — it's the accessibility. Rather than dealing with enterprise contracts or traditional payment rails, you get instant access via an OpenAI-compatible endpoint. That means you can drop Gemma 3 12B IT into Cursor, Cline, LangChain, or any framework that speaks the OpenAI protocol and start building immediately.

Qubax offers Gemma 3 12B IT at 76% below OpenRouter's price — just $0.012 per million input tokens and $0.039 per million output tokens. That pricing advantage compounds quickly at scale: a high-volume application sending millions of tokens per day can save significantly compared to using OpenRouter or the provider directly. And because Qubax runs on crypto-native infrastructure, you can pay with USDC, USDT, ETH, BTC, or 200+ other cryptocurrencies — no credit card or bank account required.

Pricing

Token TypeQubaxOpenRouterYou Save
Input (per 1M tokens)$0.012$0.05076%
Output (per 1M tokens)$0.039$0.15074%

Prices per 1 million tokens. Pay with 200+ cryptocurrencies.

Estimated Monthly Cost

AI Chatbot
$1.32/mo
$5.25 on OpenRouter
Coding Copilot
$2.64/mo
$10.50 on OpenRouter
AI Agent
$2.42/mo
$9.75 on OpenRouter

Specifications

Context Window
128K
Max Output
8K
Provider
Google
Modality
MULTIMODAL

Use Cases

Visual Analysis
Analyze images, screenshots, diagrams, and visual content
Function Calling
Build agents and tool-using applications
Long Documents
Process entire codebases, books, or lengthy conversations
Chat & Conversation
Build AI chatbots and conversational assistants
Content Generation
Write articles, code, emails, and more

Capabilities

Vision Tool Use Streaming Structured Output json Schema Seed Control

Quick Start

Python
from openai import OpenAI

client = OpenAI(
    base_url="https://api.qubax.ai/v1",
    api_key="qbx_live_YOUR_API_KEY",
)

response = client.chat.completions.create(
    model="gemma-3-12b-it",
    messages=[
        {"role": "user", "content": "Hello!"}
    ],
)

print(response.choices[0].message.content)
JavaScript
import OpenAI from "openai";

const client = new OpenAI({
  baseURL: "https://api.qubax.ai/v1",
  apiKey: "qbx_live_YOUR_API_KEY",
});

const response = await client.chat.completions.create({
  model: "gemma-3-12b-it",
  messages: [{ role: "user", content: "Hello!" }],
});

console.log(response.choices[0].message.content);
cURL
curl https://api.qubax.ai/v1/chat/completions \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer qbx_live_YOUR_API_KEY" \
  -d '{
    "model": "gemma-3-12b-it",
    "messages": [{"role": "user", "content": "Hello!"}]
  }'

Get your API key from the dashboard.

Why use Gemma 3 12B IT on Qubax?

76% Cheaper

Up to 76% off OpenRouter prices

Pay with Crypto

200+ coins (BTC, ETH, SOL, USDT, USDC & more). No credit card needed.

OpenAI Compatible

Drop-in replacement. Works with Cline, Cursor, any tool.

Get started →

More from Google

Compare Gemma 3 12B IT with alternatives

ModelProviderInput / 1MOutput / 1Mvs Gemma 3 12B IT
Gemma 3 12B ITGoogle$0.012$0.039
GPT OSS Safeguard 120BOpenAI$0.020$0.081More expensive
OpenAI GPT OSS 120BOpenAI$0.0095$0.041 Cheaper
Qwen 3 Next 80bAlibaba$0.013$0.148More expensive
Mistral Small 3.2 24B InstructMistral AI$0.014$0.037More expensive

Frequently Asked Questions

How much does the Gemma 3 12B IT API cost?

On Qubax, Gemma 3 12B IT costs $0.012 per 1M input tokens and $0.039 per 1M output tokens. This is 76% cheaper than OpenRouter's price of $0.050 per 1M input tokens.

Is the Gemma 3 12B IT API compatible with OpenAI?

Yes. Qubax provides an OpenAI-compatible API. You can use Gemma 3 12B IT as a drop-in replacement by changing your base URL to https://api.qubax.ai/v1 and using your Qubax API key. It works with Cline, Cursor, OpenCode, Hermes Agent, and any tool that supports OpenAI APIs.

Why is Gemma 3 12B IT cheaper on Qubax than OpenRouter?

Qubax sources AI inference from the Surplus Intelligence marketplace, an open marketplace on the Base blockchain where compute providers compete on price. We pass the savings to you — 76% cheaper than OpenRouter's price for Gemma 3 12B IT.

How do I pay for Gemma 3 12B IT API usage?

Qubax uses prepaid crypto credits. Deposit USDC on the Base chain and your balance is automatically deducted as you use the API. No credit card required. Top up from $3.

What is the context window of Gemma 3 12B IT?

Gemma 3 12B IT supports a context window of 128K tokens, allowing you to process large documents, codebases, or long conversations in a single request.

What can I build with Gemma 3 12B IT?

Gemma 3 12B IT is versatile enough for a wide range of applications. You can use it to analyze images and visual content, build autonomous agents that call external tools and APIs, generate structured JSON output for data pipelines, process long documents and entire codebases, and more. Because it's served through Qubax's OpenAI-compatible API, integration into existing apps, agents, or workflows takes just a few lines of code.

How fast is Gemma 3 12B IT on Qubax?

Gemma 3 12B IT on Qubax supports streaming responses, so tokens begin arriving in real time as they're generated. Latency depends on the provider and prompt complexity, but most requests start streaming within 200–800 milliseconds. Qubax routes requests through the Surplus Intelligence marketplace, which selects the fastest available compute provider for each request — so you get competitive latency at a lower price.

Gemma 3 12B IT vs GPT OSS Safeguard 120B: which should I choose?

Gemma 3 12B IT by Google and GPT OSS Safeguard 120B by OpenAI are both strong models in a similar price tier. Gemma 3 12B IT and supports vision/image inputs. GPT OSS Safeguard 120B comes from a different lab and may have different strengths depending on your workload. On Qubax, Gemma 3 12B IT starts at $0.012/1M input tokens versus GPT OSS Safeguard 120B's $0.020/1M — making Gemma 3 12B IT the more cost-effective option for high-volume workloads. Both are available on Qubax with crypto payments and OpenAI-compatible APIs, so you can try each and switch freely.

Can I use Gemma 3 12B IT for commercial projects?

Yes. Gemma 3 12B IT on Qubax can be used for commercial purposes. You own the outputs you generate. Qubax provides the API infrastructure — you bring your use case.

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