Surmado is a fully agnostic AI orchestration engine designed for developers and agencies who need raw intelligence, not dashboard fatigue. We treat AI visibility as an engineering problem, not a content problem. The Architecture: Our pipeline is dynamic and template-free. We use Python for the mathematical heavy lifting, ML for high-fidelity semantic matching/search, and a rotating ensemble of 7+ LLMs (including ChatGPT, Claude, Gemini, and Perplexity) for strategic reasoning. How We Build: We specialize in Context Engineering. Instead of simple prompts, we orchestrate parallel multi-model debates where agents analyze data before a final "Editor" agent synthesizes the output. This ensures deterministic, high-signal results. Why It Matters: This stack powers our agnostic, high-availability API. It allows us to generate client-ready PDFs and structured JSON webhooks in under 15 minutes, scaling to zero when idle to keep costs purely transactional. No subscriptions. No BS. Always.