How Validation Works
This engine analyzes your commerce payload against multiple standards simultaneously to answer one question: Is this safe to ship today, maintain tomorrow, and consume by AI agents?
The Pipeline
Validators
Google Merchant UCP
Strict enforcement of Google's Universal Commerce Protocol requirements. Checks for mandatory fields like ID, Title, and valid Price structures.
Community UCP
Forward-looking compatibility checks based on ucp.dev community standards. Flags unknown fields that might cause ingestion warnings.
Agent LLM Readiness
Ensures your data is readable by AI agents. Penalizes deep nesting (>4 levels), ambiguous descriptions, and non-explicit pricing that confuses LLMs.
Generic Marketplace
Baseline checklist for conservative marketplace ingestion. Ensures fundamental identity and value propositions are present.
Scoring Model
Every validator starts with 100 points. Points are deducted for every issue found.