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GPU Inference Compute (A10G / A100 / H100) Inference Hosting Platform (Serverless GPU) Model Hosting & Model Registry LLM API Gateway & Multi-Provider Router Vector Database for RAG (Prompt Context) File Storage for Generated Media (S3-Compatible) Media Delivery CDN (Images/Video/Audio) Background Jobs & Async Generation Queue API Gateway + Rate Limiting for Gen-API Usage Metering (Tokens/Images/Seconds) Billing & Subscriptions (Usage-Based) Caching (Prompt Cache + KV + Semantic Cache) Webhooks for Generation Completion Content Moderation API (Generated Content) NSFW Detection & Filtering (Self-Host Option) Image/Video Optimization & Transform CDN Monitoring for Inference Latency & Errors (APM) Logging & Request Tracing (LLM Observability) Prompt Management & Versioning (PromptOps) Feature Flags for Model Versions & A/B Evaluation & Testing Framework (LLM Evals) Training Experiment Tracking (MLOps) Search for Generated Assets (Library Search) Authentication & User Management (API Keys + Auth) Queuing & Priority for GPU Jobs Watermarking & Provenance (C2PA) Model Fine-tuning Infrastructure Data Pipeline for Training & Feedback (ETL) Secrets Management for API Keys Email Service for Generation Notifications Options and prices come straight from our research sheets for a professional generative ai project. Prices are estimates and change often — always confirm on the provider's page before committing. 