Manually assembled from paper or scanned sources

Every cycle, an analyst gathers paper batch records or scanned exports and types the report by hand.

Manually assembled from digital sources across multiple systems

Reports exist but each one is a per-batch artisanal Excel exercise pulling from historian, LIMS, MES, etc.

Auto-generated from templated reports against a consolidated data store

QA reads the report; doesn't assemble it. Templates live in version control.

Auto-generated reports plus real-time dashboards with advanced analytics

Reports are continuous; the formal cycle is just a snapshot. Engineers watch live.

Auto-generated reports that recommend actions, not just describe state

Reports flag what to investigate or change; humans confirm + execute.