62%
<60s
Case study
Cold leads. Double replies. Ghost conversations. Wrong-team routing. All four were happening daily across 200+ agents — until they weren't.
Assets
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Highlights
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<60s
Average assignment time — down from 20–45 minutes in queue
68%
Dropped onboarding leads re-engaged by AI within 24 hours
0
Duplicate agent assignments — round-robin eliminates double contact
Details
These are not unique to fintech. They are the standard breakdown pattern for any WhatsApp team beyond 50 agents. Most VPs of Sales will recognise at least three of them.
Failure Mode 1
42
min average before lead goes cold
"Lead arrives at 11:43 AM. Three agents see it. None picks it up — each assumes someone else will. By 12:25 PM, the lead is gone."
Root cause: No assignment system. Shared responsibility means no one owns it.
Failure Mode 2
2
agents contact the same lead simultaneously
Two messages from two agents arrive within 30 seconds. Different names. Different questions. The customer stops replying."
Root cause: No lock-and-assign logic. This happens dozens of times per day in large teams.
Failure Mode 3
Double tick
read - but no reply ever comes
Agent reads a lead at 2 PM. Plans to reply later. Moves to an easier chat. The lead sees two blue ticks and silence."
Root cause: No SLA enforcement. Agent intent does not become agent action without a system.
Failure Mode 4
3×
longer to close when routed to wrong team
A borrower asks about their loan status. The sales team picks it up. They have no context. The customer has to repeat everything."
Root cause: One blended queue. Sales, support, and collections need separate routing rules.
Every failure mode above traces back to one thing. Agents on personal numbers with no shared layer underneath. The channel worked. The infrastructure did not.
Four types of leakage — all invisible, all ongoing, all avoidable.
Conversation history, customer context, promises made — all on a personal phone. The day the agent resigns, it all walks out. 62% of enterprise WhatsApp teams have experienced this.
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