Quext is a pre-LLM platform with language models bolted on
Quext combines IoT (smart home, access, WiFi) with an AI leasing assistant for multifamily. The leasing assistant launched before modern LLMs. The Quext assistant was built around intent classification and slot-filling NLU. LLM capabilities have been added on top of the original conversational engine. The voice agent, chat bot, and outbound flows all sit on top of an intent-classifier + decision-tree platform that was designed years before modern LLMs existed. Recent LLM features are layered on the legacy stack, not native to it.



