case study · construction
A C-suite intelligence layer that reads 38+ WhatsApp groups and turns the daily noise of a construction business into a structured executive briefing — on the cadence each leader chooses, with an assistant that answers follow-ups in plain language.
impact
A fast-moving construction group ran on 38+ WhatsApp groups — sites, vendors, finance, leadership. Critical signals were buried in thousands of daily messages, and the C-suite spent hours each week chasing status instead of deciding.
An agentic layer ingests every group, structures the chatter, and delivers a comprehensive briefing at each leader's chosen interval. It answers like an executive assistant — ask a question, get a sourced reply — and carries the context a dashboard can't: who, why, and what's at stake.