We’re a mid-sized logistics company and the invoice volume is honestly getting out of hand. Thousands of freight invoices every month—carriers, brokers, you name it—and they all come in completely different formats. Some are clean PDFs, some look like they were scanned on a printer from 2009.
We’ve been looking into OCR to automate the data extraction side of things. Has anyone actually done this with a TMS integration? Like does the extracted data flow cleanly into the system or is there a ton of cleanup involved? Would love to hear from people who’ve actually gone through this, not just vendor docs.
Freight invoices are honestly one of the better use cases for OCR automation—high volume, relatively consistent data points across the industry even if the layouts are all over the place. You’re always pulling the same core stuff: shipper, carrier, origin/destination, weight, freight charges, fuel surcharges, accessorial fees. The problem is that a TQL invoice looks nothing like a Werner invoice which looks nothing like whatever your regional broker is sending you.
Template-based OCR falls apart fast when you’re dealing with dozens of carriers. You end up maintaining a separate config for every single one, and the moment a carrier redesigns their invoice you’re scrambling. We switched to an AI-based approach a while back and the difference is real—it handles format variation without needing a template for each carrier. We use Lido for this and onboarding a new carrier is basically instant now. No reconfiguration.
Things worth thinking about for your setup: make sure whatever you pick handles PDFs, scanned docs, and email attachments equally well because carriers send everything. You also want structured output that maps cleanly to your TMS fields, plus some validation layer to catch obvious errors before they hit your system.
In my experience the ROI timeline is pretty quick. We went from 10-15 minutes per invoice manually to under a minute, and error rates dropped a lot. Most freight ops I’ve talked to see somewhere in the 70-90% reduction in processing time range. Implementation was around 3-4 weeks including testing with our actual carrier invoice samples.
Same here — we’re on QuickBooks and that was my first question before we signed up for anything. From what I’ve seen, a lot of these tools advertise QB integration but the quality varies a lot. Some push data directly into the right fields, others just spit out a CSV you have to import manually which… kind of defeats the purpose? Would love to hear from anyone who’s gotten a truly hands-off setup going with QB.
That’s mostly right, but in my experience it also depends heavily on the document type. Like, clean PDFs straight from a vendor’s billing system? We were hitting 95%+ no problem. But scanned paper invoices, especially older ones or anything with handwritten notes on them — yeah, 80-85% is probably generous honestly. We had one batch of freight bills from a smaller carrier that were basically photocopies of photocopies and it was rough.
Still, even 80% automation on the bad stuff saves us a ton of time. You’re just doing exception handling instead of data entry, which is a very different job. Just wanted to make sure people aren’t setting themselves up for disappointment expecting perfection out of the box.