product-optimizelisted

# Product Page Optimizer: End-to-End PDP Workflow Takes a Shopify product page from "manufacturer-boilerplate description + thin schema + no reviews surface" to a unique, benefits-first PDP with a complete, feed-safe `Product` schema bundle, a specs table, an FAQ, comparison content, and clean internal links. Composite target: **≥85/100** per the `product-analyze` rubric, with **zero Merchant-Center feed-risk gates**. **This is the money-page playbook.** It chains `product-analyze` (audit), `product-content-deep` (description generation), the Shopify connector (product/metafield/schema push), and a buy-box/trust pass. Every step has a HARD gate that must pass before the next runs. ## When to invoke - After `product-analyze` returns composite < 80 for a product - When the description is manufacturer boilerplate (duplicated, thin) - When a product has traffic (GSC impressions) but a snippet/schema gap - Pipeline mode: chained from `product-audit-pipeline` for batch optimization ## When NOT to invoke - Products being discontinued / hidden (waste of effort) - Products where price/inventory is in flux mid-launch (schema will churn) - A whole collection at once — audit first (`product-audit-pipeline`), then run this per prioritized product ## The Workflow ### Step 0.5 — MANDATORY: knowledge-base factcheck (HARD GATE 0) Before writing ANY product copy, grep your product knowledge base at `knowledge-base/*.md` for this product line. Extract the real specs, materials, compa