Repair drawing lookup dropped from nearly an hour to 4.5 minutes by using the OpenAI API across 70 years of cooling tower drawings. For production teams, the takeaway is that multimodal/document search over legacy engineering archives can turn buried institutional knowledge into an operational tool, cutting downtime-facing workflows without first fully replatforming the archive.