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Summer 2026 / Methodology

Kitchen/Coffee Attribute Readiness Index Methodology

For this report, StoreSteady evaluated a frozen corpus of 40 HTTP-only crawled Shopify storefronts selected from 53 valid Kitchen/Coffee candidates. This page documents selection, denominator, exclusion, redaction, source, and version rules.

Corpus And Window

Selection rule: Start from 53 valid Kitchen/Coffee candidates, sort candidates by deterministic hash rank, crawl the first 40 with HTTP-only scanner-shaped collection, and count a store as category-evaluable only when at least two classified PDPs and two detector-hit PDPs anchor Kitchen/Coffee public evidence at one product-family layer.

Freeze timestamp: 2026-06-09T16:39:40.597Z

Evaluation window: 2026-06-09 HTTP-only crawl gate ending 2026-06-09T16:39:40.597Z

Fields collected: redacted store hashes and deterministic candidate ranks, HTTP-only crawl status and inferred public category, classified PDP counts and detector-hit PDP counts, one-layer evidence product-family labels, denominator states and exclusion reason codes, deterministic Kitchen/Coffee V1 attribute detector counts.

Denominator Rules

Every published rate has its own evaluable N and Wilson 95% confidence interval.

Access friction, detector non-evaluability, deterministic conflicts, tentative findings, and confirmed findings are kept separate.

No blended denominator is used in this report.

Metric Quality Table

MetricTierNCountCICaveat
kitchen_coffee_category_evaluable_public_attribute_evidenceHeadline403265.2% - 89.5%Deterministic public PDP evidence gate. Measures whether stores exposed enough public Kitchen/Coffee evidence to evaluate the rubric; it does not validate safety, compliance, ranking, checkout, or private feed state.
kitchen_coffee_excluded_empty_or_blockedLimitation4055.46% - 26.1%Access and empty-crawl states stay separate from category-evaluable stores and from missing PDP evidence.
kitchen_coffee_excluded_pdp_n_lt_2Limitation4032.58% - 19.9%Completed stores with fewer than two PDPs are not blended into the category-evaluable denominator.
kitchen_coffee_one_layer_family_countsNot rate-publishednot publishednot publishednot publishedRaw counts only: coffee_equipment: 20/20 evaluable; cookware_bakeware: 11/10 evaluable; kitchen_tools_cutlery: 2/2 evaluable; unclassified_kitchen_coffee: 7/0 evaluable.
kitchen_coffee_parser_smoke_rows_classifiedNot rate-published5454not publishedThe 3-store parser smoke proves rubric/parser shape only; the public headline denominator is the 40-store STO-503 crawl gate.

Kitchen/Coffee Rubric

Required attributes are externally mapped to Google Merchant Center, OpenAI/ACP product-feed, and Shopify taxonomy or category-metafield surfaces. StoreSteady category questions are supporting evidence only.

AttributeGoogleOpenAI/ACPShopify
product_type_use_casetitle, description, product_type, google_product_categorytitle, description, category, product_typeproduct category, product type, category metafield entries
dimensions_weight_fitproduct_length, product_width, product_height, product_weightdimensions, weight, attributesmeasurements, product dimensions, variant metafield entries
capacity_servingunit_pricing_measure, description, product_detailattributes.capacity, descriptioncapacity, volume, category metafield entries
compatibility_fitproduct_detail, mpn, gtin, descriptionmpn, gtin, attributes.compatibility, descriptioncompatible products, model, category metafield entries
care_cleaning_partsproduct_detail, descriptionattributes.care, descriptioncare instructions, replacement parts, category metafield entries
material_food_contactmaterial, product_detail, descriptionmaterial, attributes.material, descriptionmaterial, coating, category metafield entries
included_components_settitle, description, is_bundle, product_detailattributes.included_components, description, group_idset contents, included accessories, category metafield entries
safety_certification_manualcertification, energy_efficiency_class, mpn, product_detailcertifications, mpn, attributes.safety, descriptioncertification, manual, safety attribute entries
return_shipping_pathshipping settings, return policy settingsshipping_policy, return_policy, accepts_returns, return_deadline_in_daysstore policy surface, return policy surface, shipping policy surface

Judgment Policy

No LLM judgments were used for this report section; StoreSteady used deterministic parsers only.

Parser version: kitchen-coffee-public-evidence-parser.v1

Redaction Policy

  • No store names, raw domains, raw URLs, raw crawl text, or raw AI responses are published.
  • No exact promo codes, private feed/admin evidence, or merchant-identifying product examples are published.
  • Public examples fail closed unless Caleb explicitly approves the specific exposure.

Related Public Benchmarks

This report is not a placement dashboard, market forecast, AEO forecast, or financial impact estimate. It measures evidence quality and evaluability under the StoreSteady public research protocol.

Sources

Version History

  • 2026-summer.public-v1 (2026-06-09): Initial Kitchen/Coffee Attribute Readiness public report from the STO-503 crawl gate with STO-467 deterministic rubric/parser support.