
CRM Platform
Challenge — Sales reps lived in CRM but insights sat in Snowflake — embedding copilots without rewriting the core app was the bar.
What we did — Embedded AI via APIs + feature flags in existing UI. Rep research time down 47%; no monolith rewrite required.



