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Google Cloud AI API

Google Cloud AI API, or Vertex AI, offers a consolidated platform for developers to create, manage, and deploy machine learning models using Google Cloud services.

Developed by Google Cloud

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99.90%Uptime
200msLatency
1.2kStars
OAuth2Auth
YesCredit Card
RESTStyle
v1Version
API Endpoints

Reference for available routes, request structures, and live examples.

Get text predictions using Google Cloud AI

Full Endpoint URL
https://vertexai.googleapis.com/v1/projects/your-project/locations/us-central1/publishers/google/models/text-bison:predict
Implementation Example
curl -X POST 'https://vertexai.googleapis.com/v1/projects/your-project/locations/us-central1/publishers/google/models/text-bison:predict' \
  -H 'Authorization: Bearer YOUR_API_KEY'
Request Payload
{
  "instances": [
    {
      "content": "What is the capital of France?"
    }
  ],
  "parameters": {
    "temperature": 0.2
  }
}
Expected Response
{
  "predictions": [
    {
      "content": "The capital of France is Paris."
    }
  ]
}
Version:v1
Limit:Free tier available
Real-World Applications
  • Train custom image classification modelOptimized Capability
  • Run generative text completionOptimized Capability
  • Deploy vector similarity searchOptimized Capability
  • Orchestrate MLOps pipelinesOptimized Capability
Advantages
  • ✓ Highly scalable managed infrastructure
  • ✓ Access to state-of-the-art Gemini models
  • ✓ Rich set of MLOps tools (Model Garden, Pipelines, Feature Store)
  • ✓ Global region availability for low latency
Limitations
  • ✗ Can get expensive at scale especially with GPUs
  • ✗ Requires Google Cloud account and setup
  • ✗ Complex pricing structure across components
  • ✗ Steeper learning curve for complex pipelines

FAQs

API Specifications

v1
Pricing Model
Pay-as-you-go based on usage (compute, memory, storage, tokens)
Credit Card
Required
Response Formats
JSON
Supported Languages
5 Languages
SDK Support
python, java, go, nodejs, dotnet
Time to Hello World

15–30 minutes (account setup, SDK install, initial config)

Rate Limit

1000 requests per minute per project

Free Tier Usage

New accounts receive $300 in Google Cloud credits valid for 90 days, plus monthly free vCPU (50h) and RAM (100GB-h) on Agent Engine runtime.

Use Case: Best For

Teams building scalable AI/ML systems with managed infrastructure

Not Recommended For

Very simple or low-volume use cases where lightweight APIs suffice

Resources

Documentation Official Website Source Code Pricing Details Postman Collection
#nlp#vision-ai#google-cloud

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