From customer-facing chatbots to backend automation — we integrate LLMs into your existing stack without a rebuild.
OpenAI, Gemini, Groq, Claude — wired into your existing backend.
Customer-facing chatbots built into your product, not bolted on.
RAG, extraction, summarization over your own data.
Prompt design, evaluation, and fine-tuning guidance.
Admin copilots and dashboards powered by LLMs.
Model Context Protocol servers that connect your APIs, databases, and internal tools to Claude and other AI assistants.
Most agencies wrap one API call in a chat UI. We architect for provider-swap flexibility — Groq for low-latency inference, Claude for complex reasoning/code, OpenAI for ecosystem breadth, Gemini for multimodal input — and pick per use case, not by default. Every integration ships into your existing Next.js/Node.js/MongoDB stack, with evaluation loops to catch hallucination before it reaches production.