Example Architecture

AI startup architecture.

A complete AI/LLM application architecture. API gateway, LLM orchestration, vector database, prompt management, streaming responses, and cost monitoring - all scaffolded.

AI architecture components

LLM orchestration

OpenAI/Anthropic integration with fallbacks, retry logic, and response streaming.

Vector database

Pinecone/Weaviate for semantic search, RAG, and knowledge base retrieval.

Prompt management

Versioned prompt templates, A/B testing, and performance tracking.

Inference pipeline

Request preprocessing, context assembly, LLM call, and response post-processing.

Cost monitoring

Token usage tracking, budget alerts, and per-user cost allocation.

Evaluation suite

Automated quality testing, hallucination detection, and regression monitoring.

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AI-designed LLM architecture with scaffolded code. Free to start.

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