Data model

    Product evidence and suggestion lifecycle

    The experiment preserved a source product snapshot, deterministic analysis evidence, generated alternatives, and a reversible action record instead of treating model output as the catalog's new truth.

    Shopify AI Product Optimizer

    Data model diagram

    Relationships

    A readable index of the 11 connections shown in the visual model above.

    1

    Shopify product

    Connects to Product snapshot

    2

    Product snapshot

    Connects to Deterministic SEO analysis

    3

    Deterministic SEO analysis

    Connects to Field-level issues and score

    4

    Field-level issues and score

    Connects to AI suggestion with rationale and risk

    5

    AI suggestion with rationale and risk

    Connects to Human or mode review

    6

    Human or mode review

    Reject: REJECTED

    7

    Human or mode review

    Apply: Shopify mutation

    8

    Shopify mutation

    Connects to APPLIED and ChangeLog

    9

    APPLIED and ChangeLog

    Connects to Revert needed?

    10

    Revert needed?

    Yes: Restore snapshot and mark REVERTED

    11

    Revert needed?

    No: Retain attributable audit evidence

    Model details

    Dates

    Created
    Not recorded
    Last updated
    Jul 13, 2026

    Entities

    ShopProductAnalysisRunSEOIssueSuggestionChangeLogUsageChargeShopify product