google/gemini-3.1-pro-preview-customtools
Дата выпуска: 2026-02-26
1,048,576 context · $2.00/M input tokens · $12.00/M output tokens
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.
Цены
Оплата по факту использования
Никаких авансовых платежей — платите только за то, чем пользуетесь
Попробовать модель
Использование API
Используйте следующие примеры кода для интеграции с нашим API:
import os
from openai import OpenAI
client = OpenAI(
api_key=os.environ["WAVESPEED_API_KEY"],
base_url="https://llm.wavespeed.ai/v1",
timeout=120.0,
max_retries=2,
)
try:
response = client.chat.completions.create(
model="google/gemini-3.1-pro-preview-customtools",
messages=[{"role": "user", "content": "Hello!"}],
)
print(response.choices[0].message.content or "")
except Exception as exc:
raise SystemExit(f"LLM request failed: {exc}") from excОписание модели
Google gemini-3.1-pro-preview-customtools
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.
Why It Looks Great
- Large Language Model architecture for efficient processing
- 1048576 context window for long document handling
- Competitive pricing at $2.0/$12.0 per million tokens
Key Features
- Context Window: 1048576 tokens
- Max Output: 65536 tokens
- Vision: Supported
- Function Calling: Supported
Specifications
| Specification | Value |
|---|---|
| Provider | |
| Model Type | Large Language Model (LLM) |
| Architecture | N/A |
| Context Window | 1048576 tokens |
| Max Output | 65536 tokens |
| Input | Text |
| Output | Text |
| Vision | Supported |
| Function Calling | Supported |
Pricing
| Token Type | Cost per Million Tokens |
|---|---|
| Input | $2.0 |
| Output | $12.0 |
How to Use
- Write your prompt — describe the task, provide context, and specify desired output format.
- Submit — the model processes your request and returns the response.
API Integration
Base URL: https://llm.wavespeed.ai/v1 API Endpoint: chat/completions Model ID: google/gemini-3.1-pro-preview-customtools
API Usage
Python SDK
from openai import OpenAI
client = OpenAI(
api_key="YOUR_API_KEY",
base_url="https://llm.wavespeed.ai/v1"
)
response = client.chat.completions.create(
model="google/gemini-3.1-pro-preview-customtools",
messages=[
{"role": "user", "content": "Hello!"}
]
)
print(response.choices[0].message.content)cURL
curl https://llm.wavespeed.ai/v1/chat/completions \
-H "Content-Type: application/json" \
-H "Authorization: Bearer YOUR_API_KEY" \
-d '{
"model": "google/gemini-3.1-pro-preview-customtools",
"messages": [{"role": "user", "content": "Hello!"}]
}'Notes
- Model: google/gemini-3.1-pro-preview-customtools
- Provider: Google
Информация
Поддерживаемые возможности
Руководство по доступу к API
Gemini 3.1 Pro Preview Customtools API
google/gemini-3.1-pro-preview-customtools
Gemini 3.1 Pro Preview Custom Tools is a variant of Gemini 3.1 Pro that improves tool selection behavior by preventing overuse of a general bash tool when more efficient third-party or user-defined functions are available. This specialized preview endpoint significantly increases function calling reliability and ensures the model selects the most appropriate tool in coding agents and complex, multi-tool workflows. It retains the core strengths of Gemini 3.1 Pro, including multimodal reasoning across text, image, video, audio, and code, a 1M-token context window, and strong software engineering performance.
Ввод
$2 /M
Вывод
$12 /M
Контекст
1049K
Макс. вывод
66K
Vision
Поддерживается
Использование инструментов
Поддерживается
Попробуйте Gemini 3.1 Pro Preview Customtools на WaveSpeedAI
Доступ к Gemini 3.1 Pro Preview Customtools через наш единый API — совместимость с OpenAI, без холодных стартов, прозрачные цены.
Часто задаваемые вопросы о Gemini 3.1 Pro Preview Customtools
Сколько стоит Gemini 3.1 Pro Preview Customtools через API?+
Цены на WaveSpeedAI: $2.00 за миллион входных токенов и $12.00 за миллион выходных токенов. Prompt caching и batch processing тарифицируются отдельно и снижают эффективную стоимость длинных повторяющихся нагрузок.
Каково контекстное окно Gemini 3.1 Pro Preview Customtools?+
Gemini 3.1 Pro Preview Customtools поддерживает до 1049K токенов контекста и до 66K токенов вывода на запрос.
Совместим ли Gemini 3.1 Pro Preview Customtools с OpenAI?+
WaveSpeedAI предоставляет Gemini 3.1 Pro Preview Customtools по адресу https://llm.wavespeed.ai/v1 через интерфейс Chat Completions, совместимый с OpenAI. В большинстве клиентов OpenAI SDK достаточно изменить base URL и API-ключ; необязательные поля зависят от модели.
Как начать работу с Gemini 3.1 Pro Preview Customtools?+
Войдите в WaveSpeedAI, создайте API-ключ в Access Keys и отправьте запрос на https://llm.wavespeed.ai/v1/chat/completions с указанным выше model id. Актуальные доступность, возможности и цены смотрите в каталоге моделей.