A computing
system is disclosed for generating fulfillment-ready coordination sessions based on tokenized item data and user-submitted participation parameters. The
system ingests structured, semi-structured, or unstructured item data from merchant sources and applies schema-aligned transformation logic to normalize the data into structured item representations. The normalized records are tokenized into
machine-readable item tokens that
encode fulfillment constraints and canonical attributes. The
system receives user item selections and associated participation parameters, encodes the item tokens and participation data into structured vector embeddings, and applies compatibility scoring logic using vector comparison and rule-based threshold evaluation. Compatibility scores are evaluated against session eligibility constraints derived from the item tokens. When eligibility conditions are met, the system generates a coordination session
payload comprising match outcomes, proportional pricing, and fulfillment
metadata, and issues
orchestration instructions to external fulfillment systems for group-based delivery or preparation execution.