LLM Integration & Custom AI Features

Adding AI to an existing codebase requires a surgical approach to avoid bloating your system and running up massive API bills. We integrate cutting-edge models (GPT-4o, Claude 3.5 Sonnet, LLaMA 3) directly into your software, tailoring the integration to your exact business needs. We specialize in: • Semantic Search & RAG: Building high-accuracy retrieval systems using vector databases (pgvector, Pinecone) with advanced hybrid search and reranking to eliminate hallucinations. • Structured Data Extraction: Converting unstructured user inputs, emails, and PDF documents into clean, validated JSON schemas using instructor libraries. • Prompt Engineering & Caching: Designing optimal prompt structures, system instructions, and caching strategies (like Anthropic prompt caching) to reduce model response latency and cut your API costs by up to 50%. • AI Agent Tooling: Equipping standard LLMs with custom toolsets, web-browsing capabilities, and database connectors to make them highly actionable.