Model Serving

Deploy AI

Deploy machine learning models to production in minutes. Serverless inference with auto-scaling, model versioning, A/B testing, and enterprise-grade reliability.

Deployment Options

Choose the right deployment type for your use case.

Serverless Inference

Pay-per-request inference with automatic scaling

₹0.10/1K requests
  • Scale to zero when idle
  • Auto-scale to millions of requests
  • No infrastructure management
  • Sub-second cold starts
Best for:Variable traffic patterns
Recommended

Real-time Endpoints

Dedicated endpoints for consistent low-latency inference

₹2,000/mo base
  • Guaranteed latency SLAs
  • GPU or CPU instances
  • Always warm, no cold starts
  • Private VPC deployment
Best for:Production applications

Batch Transform

Process large datasets offline at lower cost

₹50/hr compute
  • Process terabytes of data
  • Automatic parallelization
  • Spot instance support
  • Output to S3 storage
Best for:Large-scale batch processing

Platform Features

Auto-Scaling

Automatically scale from zero to thousands of instances based on traffic.

Model Versioning

Deploy multiple model versions and route traffic between them.

A/B Testing

Split traffic between model versions to test performance in production.

Custom Containers

Deploy any model with custom Docker containers and dependencies.

Monitoring & Logging

Real-time metrics, request logging, and model drift detection.

Security

VPC isolation, IAM authentication, and encrypted endpoints.

Supported Frameworks

Deploy models from any major framework or format.

PyTorch

Framework

TensorFlow

Framework

scikit-learn

Framework

XGBoost

Framework

ONNX

Format

Hugging Face

Hub

TensorRT

Optimizer

Triton

Server

Pricing Example

Real-time endpoint for a production recommendation system

Requests1M requests/month
Avg Latency50ms
Cold Starts0 (always warm)
Estimated Cost~₹2,100/mo

Use Cases

Real-time Recommendations

Personalized recommendations with low latency

Image Classification

Classify images in real-time applications

NLP APIs

Text classification, sentiment analysis, NER

Fraud Detection

Real-time fraud scoring for transactions

Content Moderation

Automated content safety screening

Search Ranking

ML-powered search result ranking

Deploy Your First Model

Go from trained model to production API in minutes.