We operate a saas where a common step is inputting rates of widgets in $/widget, $/widget/day, $/1kwidgets, etc etc. These are incredibly tedious and error prone to enter. And usually the source of these rates is an invoice which presents them in ambiguous ways e.g. rows with "quantity" and "charge" from which you have to back calculate the rate. And these invoices are formatted in all different ways.
We offer a feature to upload the invoice and we pull out all the rates for you. Uses LLMs under the hood. Fundamentally it's a "chatgpt wrapper" but there's a massive amount of work in tweaking the prompts based on evals, splitting things up into multiple calls, etc.
And it works great! Niche software, but for power users were saving them tens of minutes of monotonous work per day and in all likelihood entering things more accurate. This complements the manual entry process with full ability to review the results. Accuracy is around 98-99 percent.
We offer a feature to upload the invoice and we pull out all the rates for you. Uses LLMs under the hood. Fundamentally it's a "chatgpt wrapper" but there's a massive amount of work in tweaking the prompts based on evals, splitting things up into multiple calls, etc.
And it works great! Niche software, but for power users were saving them tens of minutes of monotonous work per day and in all likelihood entering things more accurate. This complements the manual entry process with full ability to review the results. Accuracy is around 98-99 percent.