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Claude agent takes Instagram DM orders for a 7-location sushi chain

At a glance

timhartmann7 built a Claude Sonnet 4.6 agent on Meta's Instagram API that converses, checks allergens, upsells, and pushes confirmed orders to the kitchen and CRM across seven sushi locations. This workflow is listed under restaurants, instagram-dms, order-taking, prompt-caching, agent-ops.

Agents / tools
Claude, Claude Sonnet 4.6, Instagram, Meta API

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What they did

For a seven-location, mostly delivery sushi chain where ~90% of orders arrive as Instagram DMs, he wired Meta API webhooks to Claude Sonnet 4.6 with menu, allergens, delivery zones, hours, prep times, and promos. The agent chats, helps pick rolls, flags allergens, upsells when fitting, then pushes confirmed orders to the kitchen and writes CRM plus owner-analytics records. Prompt caching keeps the large shared context cheap on ~97% of messages.

How it went

He reported roughly 98% correctness and that cache reads cut the bulk of context cost to about a tenth of normal input pricing, making Sonnet affordable for every DM.

Worth knowing

Calls, voice notes, and photos stay with humans on purpose; plain-text handoff is mainly when the customer asks for a manager. The post is the builder's own production write-up on r/AI_Agents.

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Prompt excerpt

No prompt excerpt was provided by the source.

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