Title: Building out an AI "ops layer" for property management — trying to figure out what's actually worth automating vs. what should stay manual
Been heads-down for a few months on a project trying to automate the parts of running a rental portfolio that eat the most time (and quietly leak the most money). Already piloting pieces of it with a few commercial multifamily PM companies, which has been useful for finding out what breaks in practice vs. what just sounds good on paper. Wanted to throw it out here too and get some reality checks from people who actually run PM operations day to day.
Rough shape of what we've got working or in progress:
Delinquency: risk-tiered tracking (first-late vs. Chronic vs. Active eviction), automated reminders across email/text/voice, promise-to-pay tracking, so nothing falls through the cracks between PM notes
Lease audit / income leakage: catching stuff that quietly costs money - concessions that don't match what was quoted, utility rebilling that doesn't match the submeter invoice, missed late fees, pet fees, insurance lapses, unused add-on income opportunities
Leasing: applicant qualification checks, lead follow-up/nurturing, tour scheduling and reminders so leads don't go cold
Renewals: market-based increase suggestions that also factor in a tenant's payment history
Make-ready / turns: tracking turn time and vendor cost outliers
Owner reporting: a rollup dashboard instead of chasing five spreadsheets
Owner visibility: pulls straight from source data (ledger, bank feed, submeter invoices, the system of record) instead of relying on self-reported status updates - more on why below
Genuinely trying to figure out: what's the stuff that eats the most hours or causes the most silent revenue loss in your day-to-day that isn't on this list? Also curious which of these you'd actually trust an AI/automation layer to touch vs. Which ones need a human in the loop no matter what (delinquency past a certain point feels like an obvious "human required" line to us, curious if others agree).
A big part of the motivation honestly isn't even the time savings - it's not having to take anyone's word for it. Every owner I've talked to has some version of the same story: a promise-to-pay that "should've" been followed up on, a concession that "must've" been a system error, an excuse for why something wasn't done yet. Hard to know what's true when the only source of truth is whatever you're being told. Pulling straight from ledgers/bank feeds/invoices instead of self-reported updates means you don't have to play detective or just hope everyone's being straight with you.
Not trying to sell anything here, just want this to actually be useful before it's "done" - appreciate any war stories, blind spots, or "don't bother, that's not actually a problem" feedback.