Oral-liquids coverage is a design-partner category, not a live packaged model. Its distinct physics connects vessel capacity, CIP/SIP, validated hold times and high-speed filling.
Types include vessel, batch, filling line, cleaning cycle and material state. Relations connect compatible products, vessels and packs. Forbidden states include exceeded hold times, incompatible cleaning transitions and fill demand beyond available mix. Derived planning includes vessel-to-line balance and CIP-aware sequences.
AI maps existing fields, records and controlled documents; the partner reviews each mapping, and accepted mappings remain traceable and versioned. Release remains with people and the validated QMS.
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