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Building WhatsApp AI Agents That Convert

Design patterns for sales and support agents that feel helpful — not spammy.

WhatsApp is where intent shows up. The teams winning with AI agents treat conversations as product surfaces, not blast channels.

Lead with usefulness

Answer the first message with clarity: what you can do, how long it takes, and when a human will join.

Keep a human path

Escalation should be one tap away. Agents that trap customers lose trust fast.

Measure conversion, not chat volume

Track qualified leads, booked demos, and resolved tickets — not message count.