use cases

Customer workflows turned into vertical AI agents.

Read practical use cases from deployed.engineering work: the operating problem, the agent design, the controls, and the workflows that become production automation.

customer use case / messaging operations

01

Automating WhatsApp Operations With a Controlled Vertical AI Agent

How a vertical AI agent can operate WhatsApp bookings, support, orders, leads, media intake, and follow-ups without forcing customers into a new channel.

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customer use case / field operations

02

The Field Operations AI Agent That Improved Productivity by 30%

How LULU turns natural-language operations requests, production dashboards, WA incident groups, installation evidence, and anomaly checks into a controlled AI operations layer.

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next use case

Bring one customer workflow that keeps getting handled by hand.

A good first use case has repeat messages, missing context, clear handoffs, and a business owner who knows what the right answer should look like.