Packaging · creative automation

An AI agent that designs packaging
and checks the label against the rules of two countries

A hybrid agent for supplement packaging: Claude orchestrates text, labelling and validation, an image model paints the background, brand elements are composited deterministically. Knowledge base on Thai and Ukrainian labelling rules, SVG mock-ups and PDFs with bleed, a multilingual label validator, web panel and Telegram bot, an art-director loop with a critic model, and an MCP server so any AI chat can call it as a tool.

Thailand, Ukraine2026prototype 16 / 16offline smoke tests on the creative layer
9 + 5 + 6agents across the three build phases
15 / 16hardening fixes verified

How it works

The model does not draw the logo. Claude writes the copy and the label, checks it against a knowledge base of regulatory rules for Thailand and Ukraine (collected by six research agents and flagged for legal review), and asks an image model for the background only. Logos and fonts are composited deterministically, so the brand never drifts. Output is an SVG mock-up and a print PDF with bleed.

A later layer added a universal image designer: art director, generation from the real product PNG, a critic model scoring quality, repeat until it passes. An MCP server exposes the whole agent as a tool to any AI chat.

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