OCR for utility bills — harder than expected

Hey everyone! So, I’ve been trying to automate our utility bill processing lately, and honestly? It’s turning into a way bigger headache than I ever anticipated – seriously, way harder than just dealing with regular invoices, that’s for sure.

The biggest issue, in my experience, is that literally every single utility company seems to format their bills completely differently. Like, there’s zero consistency, which just makes it a nightmare to even think about standardizing anything. Plus, it feels like half the time we get these bills, they’re scanned so badly – blurry, crooked, whatever – making data extraction even more of a pain. And don’t even get me started on the line items; they’re just all over the place, different descriptions for the same thing, sometimes hidden in weird sections. FWIW, we’re trying to manage this across 50+ properties, so you can imagine the volume we’re talking about here.

Seriously pulling my hair out trying to figure out a smart way to approach this. Has anyone cracked the code on utility bills, or found a tool that actually helps with this specific kind of chaos? Any advice would be super appreciated!

Totally get what you’re saying for the most part, but I actually wanted to chime in and push back a little on the whole template-based vs. AI discussion. Honestly, in my experience, it really depends on your specific setup.

If you’re only dealing with a handful of vendors, like maybe 5 to 10 at most, and the big thing here is that their bill formats are super stable and never really change? Then, believe it or not, a good old template-based system can actually be way more predictable. You know exactly where everything’s going to be, every single time. It’s not as fancy as AI, sure, but for those very specific, unchanging scenarios, I’ve found it delivers a consistent result that’s sometimes harder to get with more generalized AI approaches. Just my two cents, FWIW.