Model Serving - PloyD Enterprise AI Platform

Deploy Every AI Model Ever Built

From traditional ML to cutting-edge multimodal AI - one platform handles them all

Generative AI & LLMs

Deploy any Hugging Face model, OpenAI-compatible endpoints, and custom transformers across text, code, and multimodal tasks

GPT • Claude • Llama • Mistral • CodeLlama

Computer Vision

Object detection, image classification, segmentation, and generative vision models with real-time inference

YOLO • ResNet • CLIP • Stable Diffusion • SAM

Traditional ML

Battle-tested algorithms for tabular data, time series, and structured predictions with enterprise reliability

XGBoost • LightGBM • scikit-learn • CatBoost

Deep Learning

Neural networks built with any framework, from research prototypes to production-grade models

PyTorch • TensorFlow • JAX • ONNX • Keras

RAG & Embeddings

Complete RAG pipeline with embedding models, rerankers, vector databases, and retrieval optimization

BGE • E5 • Sentence-T5 • Cohere • Chroma

Custom Containers

Bring your own inference logic, proprietary models, or complex pipelines with full Docker support

Docker • Kubernetes • Custom APIs • Legacy Models

Intelligent Infrastructure That Adapts to You

Smart scaling, cost optimization, and enterprise security built-in

Zero-to-Scale Intelligence

Scale from zero to thousands of requests with sub-second cold starts. Pay only for what you use with intelligent workload prediction.

• Scale-to-zero capability • Predictive auto-scaling • Sub-second cold starts • Spot instance optimization

Enterprise-Grade Security

SOC 2, HIPAA, GDPR compliant with OAuth 2.0, SSO integration, and comprehensive audit trails for complete governance.

• SOC 2 Type II certified • HIPAA & GDPR compliant • SSO (OIDC/SAML) • Complete audit trails

Deploy Anywhere

True cloud-agnostic deployment across AWS, GCP, Azure, on-premises, or edge with consistent performance everywhere.

• Multi-cloud native • On-premises support • Edge deployment • Kubernetes-native

Enterprise Security & Compliance First

Built to meet the strictest security and compliance requirements

Compliance Certifications

SOC 2 Type II

HIPAA Compliant

GDPR Ready

FedRAMP Ready

Comprehensive audit trails, data residency controls, and automated compliance reporting

Identity & Access Management

• OAuth 2.0 + OpenID Connect • SAML 2.0 SSO Integration • Multi-factor Authentication • Role-based Access Control (RBAC) • API Key Management • Token Auto-rotation

Enterprise-grade authentication with seamless SSO integration for your existing identity providers

Monitoring & Governance

• Real-time Security Monitoring • Complete Audit Logging • Anomaly Detection • Data Loss Prevention (DLP) • Automated Threat Response • Compliance Dashboards

Comprehensive visibility and control over your AI infrastructure with automated security responses

Multi-Cloud Deployment

Deploy seamlessly across any cloud provider or on-premises infrastructure with consistent performance

AWS • GCP • Azure • On-premises • Edge • Hybrid

Advanced GPU Support

Optimized for the latest GPU hardware with intelligent resource allocation and fractional GPU sharing

A100 • H100 • V100 • T4 • AMD MI250 • Intel Gaudi

Intelligent Auto-Scaling

Scale from zero to millions of requests with predictive scaling and cost optimization built-in

Scale-to-Zero • Predictive • Fractional GPUs • MIG

Ultra-High Performance

Sub-100ms latency with intelligent batching and caching for maximum throughput and efficiency

Sub-100ms • 100K+ RPS • Smart Batching • Caching

Container-Native

Kubernetes-native deployment with Docker containerization and GitOps workflows for DevOps teams

Kubernetes • Docker • Helm • GitOps • CI/CD

Cost Optimization

Intelligent cost management with spot instances, reserved capacity, and detailed usage analytics

Spot Instances • Reserved • Analytics • Optimization

Universal Model & Framework Support

Seamless integration with every AI model, framework, and data format

Model Sources

Import models from any source with automatic optimization and version management

Hugging Face • MLflow • Git • Local • S3 • Registries

ML Frameworks

Native support for all major machine learning frameworks with automatic optimization

PyTorch • TensorFlow • JAX • ONNX • scikit-learn

Inference Engines

High-performance inference with the latest serving engines and optimization techniques

vLLM • TensorRT • Triton • TorchServe • ONNX Runtime

API Standards

OpenAI-compatible APIs with support for REST, gRPC, WebSocket, and GraphQL protocols

OpenAI API • REST • gRPC • WebSocket • GraphQL

Data Formats

Support for all data types including structured, unstructured, and multimedia content

JSON • Protobuf • Arrow • Images • Audio • Video

Observability Stack

Complete monitoring and observability with industry-standard tools and custom dashboards

OpenTelemetry • Prometheus • Grafana • Jaeger

Built for Developers, Loved by DevOps

From local development to production deployment - one seamless experience

Multi-Interface Access

Choose your preferred way to work: intuitive web UI, powerful CLI, or comprehensive SDK

• Interactive Web Dashboard • CLI for CI/CD Integration • Python/Node.js SDKs • REST & GraphQL APIs

Intelligent Model Registry

Version control for AI models with automated deployment, A/B testing, and rollback capabilities

• Git-like versioning • Automated deployments • A/B testing framework • One-click rollbacks

Unified Inference Engine

Real-time, batch, and streaming inference with automatic load balancing and intelligent routing

• Real-time REST/gRPC • Scheduled batch jobs • WebSocket streaming • Smart load balancing

Deploy Any Model in 3 Lines of Code

From prototype to production with zero infrastructure knowledge required

Python SDK

python deploy.py

# Deploy any model instantly
from ployd import ModelServing

# Initialize model serving
ms = ModelServing()

# Deploy from Hugging Face, local file, or registry
deployment = await ms.deploy_model(
    name="chatbot-v1",
    model_path="microsoft/DialoGPT-medium",
    framework="huggingface",
    gpu_count=1,
    min_replicas=1,
    max_replicas=10
)

# Get endpoint URL immediately
print(f"Model live at: {deployment.endpoint}")
# Output: Model live at: https://api.ployd.ai/chatbot-v1

# Chat with your model
response = await ms.predict(deployment.id, {
    "messages": "Hello, how are you?",
    "max_tokens": 100
})
print(response["text"])
# Output: "Hello! I'm doing well, thank you for asking..."

CLI

bash

# Deploy via CLI for CI/CD
$ ployd model deploy \
  --name chatbot-v1 \
  --model-path microsoft/DialoGPT-medium \
  --framework huggingface \
  --gpu-count 1 \
  --min-replicas 1 \
  --max-replicas 10

✅ Model deployed successfully!
🚀 Endpoint: https://api.ployd.ai/chatbot-v1
⚡ Status: Ready (2 replicas running)
📊 Framework: huggingface | GPU: 1x NVIDIA T4

# Test your deployment
$ ployd model predict chatbot-v1 \
  --input "Hello, how are you?"

Response: "Hello! I'm doing well, thank you for asking..."
Latency: 89ms

# Monitor performance
$ ployd model logs chatbot-v1 --follow
[INFO] Serving requests on 2 replicas
[INFO] Average latency: 92ms
[INFO] Requests/sec: 1,247

REST API

curl

# Deploy via REST API
curl -X POST https://api.ployd.ai/v1/models/deploy \
  -H "Authorization: Bearer $PLOYD_TOKEN" \
  -H "Content-Type: application/json" \
  -d '{
    "name": "chatbot-v1",
    "model_path": "microsoft/DialoGPT-medium",
    "framework": "huggingface",
    "gpu_count": 1,
    "cpu_cores": 4,
    "memory_gb": 16,
    "min_replicas": 1,
    "max_replicas": 10
  }'

# Response
{
  "status": "deployed",
  "endpoint": "https://api.ployd.ai/chatbot-v1",
  "model_id": "chatbot-v1-abc123"
}

# Inference endpoint auto-generated
curl -X POST https://api.ployd.ai/chatbot-v1/predict \
  -H "Authorization: Bearer $PloyD_TOKEN" \
  -d '{"messages": "Hello, how are you?", "max_tokens": 100}'

Built for Enterprise Scale

Production-ready capabilities designed for the most demanding AI workloads

Lightning-Fast Deployment

Deploy any AI model in under 5 minutes with our streamlined infrastructure. From prototype to production without the complexity.

• One-click model deployment • Automatic infrastructure provisioning • Zero-downtime updates

Enterprise Security

Built with security-first architecture meeting enterprise compliance requirements from day one.

• End-to-end encryption • Role-based access control • Comprehensive audit trails

Intelligent Scaling

Scale from zero to millions of requests with intelligent auto-scaling and cost optimization built-in.

• Scale-to-zero capability • Predictive auto-scaling • Multi-cloud optimization

Developer-First Design

Multi-Cloud Native

Security by Design

Production Ready

Deploy and Scale Any AI Model with Confidence