Reading mill test reports, with a person on the uncertain ones
For a pressure-vessel compliance start-up, we shipped 11 releases in nine weeks with an AI app builder. AI reads each mill test report and pulls out heat numbers, material grades and mechanical properties with a confidence score, and anything it can't read goes to a person. When automatic detection of document types proved inaccurate, we replaced it with a person's choice. A fabricator weighing a pilot told the founder that if the AI can really validate these reports, "this alone could save my guys hours of time."