TL;DR: Building an AI-powered home monitoring system that analyzes historical Home Assistant data, identifies potential equipment problems, investigates causes, and reduces unnecessary alerts. This is less about controlling my home with AI and more about using AI to understand how my home is actually operating.
Apologies on the length of this post…
I've been messing around with something for a while now and was curious if anyone else is doing anything similar.
I see a ton of really impressive Home Assistant dashboards, but I've been wondering why more people aren't using AI to actually analyze all the data we're collecting.
I've been building my own system that pulls information from HA along with a bunch of other sources. Electrical usage, HVAC, temperatures, septic, well, vehicles, appliances, etc.
Instead of just setting thresholds and getting alerts when something happens, I've been using AI to look through historical data, establish baselines, compare how things are operating, and try to identify issues I might not even know to look for.
For example, is a refrigerator running longer than it used to? Is an AC unit taking longer to cool the house? Is a pump cycling more frequently? And if something looks unusual, can AI dig into the other available data and help figure out why?
One thing I've been careful about is that just because something has operated a certain way for months doesn't necessarily mean it's operating correctly. A baseline tells you what's been happening, not necessarily what's normal or healthy for that equipment.
I'm using the OpenAI API for the actual analysis. I originally experimented with running a local model on my Mac, but ended up switching to OpenAI because I was getting much better results and the cost isn’t crazy. I'm sure that'll increase as I have it analyzing more things, but so far cost hasn't really been an issue.
The part I'm working toward now is having it proactively go through the house and look for developing problems without me having to ask. I'm also working on having AI evaluate my Pushover notifications so I'm not getting interrupted by a bunch of alerts that really don't need my attention.
It's definitely still a work in progress, but I've been pretty impressed with what it can already figure out from the data.
Anyone else doing something like this? I'm especially curious if people are using AI for actual historical analysis and monitoring rather than just voice control or generating automations.
Would be interested to hear what others have tried and what's working for them.