Manual spot-checks missed duplicates. AI now audits 100% of spend, catching $20k in errors and reclaiming 160 hours for analysis.

Staff manually cross-checked hundreds of pages. Agents now synthesize technical files to draft environmental analyses.

Managers spent hours synthesizing reports. AI now drafts briefings 90% faster, saving sales teams an hour daily.

Sandboxed Python wrappers bottlenecked parsing. Claude Code migrated the 50k-line library to Go in 20 hours, doubling production speed.

Designers relied on static mocks and engineering queues. Now they build live apps directly, shrinking 6-month cycles to 8 weeks.

Daily updates delayed new content. A unified database now runs twice-daily refreshes with zero downtime.