Challenge

A sales organization was flying blind. Managers could only listen to a tiny, random sample of calls, coaching was based on gut feel, and the CRM was full of stale deals that nobody noticed until they died. The most valuable signal — objections, competitor mentions, buying intent, and real next steps — lived inside conversations and never made it into the pipeline. As a result, forecasts were optimistic fiction and revenue quietly leaked away.

Solution

candido.ai built an AI conversation intelligence layer that reads 100% of sales interactions — phone calls, video meetings, WhatsApp, and email — and turns them into decisions. Every conversation is scored for execution quality and compliance, and that signal flows straight into each deal's health, risk, and next steps, drawn from what was actually said rather than what a rep remembered to type. A "CRM Radar" panel gives managers three hero KPIs at a glance — realistic forecast, revenue at risk, and conversion — with AI insights presented as prioritized, expandable cards, each carrying a recommended action. Stalled "zombie" deals are flagged automatically when they sit open far longer than the average winning cycle, and per rep performance surfaces the strongest and weakest performers with the numbers to back it. Underneath, the AI runs deterministically, and every recommendation traces back to a real interaction — no invented next steps, no hallucinated actions.

Outcome

The team went from sampling a handful of calls to full coverage of every conversation, with coaching grounded in evidence instead of opinion. Revenue at risk became visible early — dark deals, single threaded deals, and zombies surfaced while there was still time to act — and forecasts finally started reflecting reality. The platform was hardened by simulating a full 90 days of pipeline activity against the real production code, catching and fixing edge cases before any customer saw them. The result deploys in days rather than months and gives sales leaders a single, trustworthy view of where the money actually is.