Netomi is building agentic AI systems that handle the messy complexity of enterprise workflows — think airlines, loyalty programs, and payments — without breaking. Their secret? A governed orchestration layer that pairs OpenAI’s GPT‑4.1 for fast, reliable tool use with GPT‑5.2 for deeper multi-step reasoning. Instead of brittle scripts, the system dynamically maps a single customer request across booking engines, CRM, policy logic, and more, even when data is incomplete or time-sensitive. Key prompt engineering patterns — persistence reminders, explicit tool-use expectations, structured planning, and rich media decisions — keep agents predictable under production load. For instance, an airline query might check fare rules, recalculate loyalty benefits, and coordinate ticket changes in one coherent flow. Why it matters: As enterprises demand AI that reasons contextually rather than just executing siloed tasks, Netomi’s blueprint offers a practical template for scaling safe, stateful agents without sacrificing reliability.