Field notes from building voice agents, WhatsApp automation and agentic systems for real businesses — what's working in production, what's changing fast, and what you should automate next.
Per minute, per call, per outcome or subscription — and the costs vendors leave out of the headline number.
Read the note → Languages · August 2026Supported versus production-tested, why code-switching breaks most agents, and how to test a vendor properly.
Read the note → Operations · August 2026Unanswered calls are usually the largest leak in the funnel and the only one nobody tracks. Measure yours in an afternoon.
Read the note → Voice AI · July 2026Latency budgets, barge-in, multilingual switching and the boring engineering that separates demos from deployments.
Read the note → WhatsApp · July 2026Opt-in flows, response windows and message templates — how to automate the channel your customers already live in, without getting banned.
Read the note → Agentic AI · June 2026The shift from answering questions to completing tasks — and what it takes to trust an agent with your CRM, calendar and payments.
Read the note → Operations · June 2026Lead follow-up, appointment reminders, document intake, status updates and FAQ handling — the highest-ROI automations we deploy first.
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