the AI leasing software category is a pre-LLM platform with language models bolted on
Most named AI leasing platforms — EliseAI, Funnel, Knock, LeaseHawk, Respage, Quext, BetterBot, Travis, Fenix, Zuma, Yardi Chat IQ, Entrata ELI — were founded between 2015 and 2020, before modern LLMs existed. As a category, the incumbents share an architecture: intent classifier + slot-filling NLU + decision-tree conversation manager, with LLM features bolted on in the last 18–24 months. Frontdesk is the LLM-native entrant, built in 2023 with a reasoning agent at the core and no classifier underneath. 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.
You get answers that look smart in demos, but in production the system still falls back to scripted flows whenever a prospect or resident asks something outside the trained intent set. Frontdesk was built in 2023, natively on LLMs, with no classifier or decision tree underneath.
