{"schemaVersion":1,"qualityContract":{"title":"Research Report Quality Contract & Publish Template v1","version":"2026-summer.public-v1","path":"tasks/specs/research-report-quality-contract-v1.md"},"reportName":"Apparel Agentic-Commerce Attribute Readiness Index","slug":"apparel-agentic-commerce-attribute-readiness-index","releaseLabel":"Summer 2026","methodologyVersion":"2026-summer.public-v1","generatedAt":"2026-07-11T00:24:51.234Z","paths":{"canonical":"/resources/research/apparel-agentic-commerce-attribute-readiness-index","methodology":"/resources/research/apparel-agentic-commerce-attribute-readiness-index/methodology","aggregateCsv":"/resources/research/apparel-agentic-commerce-attribute-readiness-index/apparel-agentic-commerce-attribute-readiness-index-summer-2026.csv","reportJson":"/resources/research/apparel-agentic-commerce-attribute-readiness-index/report.json","reportJsonDownload":"/resources/research/apparel-agentic-commerce-attribute-readiness-index/report-json","ogImage":"/api/og/research-report/apparel-agentic-commerce-attribute-readiness-index"},"headline":{"metric":"apparel_store_any_applicable_attribute_missing_public_evidence","label":"Stores with at least one applicable tracked attribute missing public evidence","tier":"headline","denominatorLabel":"Apparel-evaluable stores with two deterministic public PDPs","evaluableN":30,"findingN":30,"alpha":null,"accuracy":null,"flaggedN":30,"nonFindingN":0,"caveat":"Public PDP evidence only. A missing-public-evidence state does not establish that private Shopify data, Merchant Center data, OpenAI/ACP feeds, or other connected systems lack the attribute.","rate":1,"ciLow":0.8865,"ciHigh":1,"statement":"30 of 30 apparel-evaluable stores had at least one applicable tracked attribute missing public evidence across two deterministic PDPs.","interpretation":"The observed rate was 100% with Wilson 95% CI 88.6% to 100%. Missing public evidence is not evidence that connected or private merchant systems lack the attribute."},"corpus":{"publicDescription":"StoreSteady crawled 72 deterministically ranked candidate stores from 131 valid candidates and retained 30 apparel-evaluable stores with exactly two classified public PDPs each.","selectionRule":"Normalize and deduplicate discovery candidates, rank the frozen store pool by stable hash, crawl HTTP-only, recover public Shopify catalog PDP observations through the shared crawl engine, rank eligible human-apparel PDPs by stable hash, and retain the first two evaluable PDPs per store. Stop when 30 stores clear the denominator contract.","freezeTimestamp":"2026-07-11T00:09:19.670Z","evaluationWindow":"2026-07-11T00:09:19.670Z to 2026-07-11T00:24:51.234Z","scannedStoreN":72,"fieldsCollected":["redacted candidate rank, selection phase, store hash, and denominator state","HTTP-only crawl status, inferred category, public Shopify evidence, and exclusion reasons","two stable-hash-selected human-apparel PDPs per evaluable store","nine attribute states per PDP with one-layer subtype applicability","public evidence surface labels and non-identifying evidence hashes","parser, applicability-contract, report, and run versions"]},"evidenceFunnel":[{"label":"Discovery candidates","value":"177","detail":"131 remained valid after source exclusions, QA/synthetic exclusions, invalid URLs, and duplicate/same-operator removal."},{"label":"Stores crawled","value":"72","detail":"40 initial stores plus 32 deterministic replacements, using HTTP-only collection with no rendered-provider spend."},{"label":"Apparel-evaluable stores","value":"30","detail":"41.7% of crawled stores; Wilson 95% CI 31.0% to 53.2%."},{"label":"PDPs evaluated","value":"60","detail":"Exactly two deterministic, publicly evaluable human-apparel PDPs per headline-denominator store."},{"label":"Attribute rows classified","value":"540","detail":"519 applicable rows plus 21 subtype-not-applicable rows."},{"label":"Stores with public-evidence gaps","value":"30 / 30","detail":"Wilson 95% CI 88.6% to 100%."}],"metricQuality":[{"metric":"apparel_store_any_applicable_attribute_missing_public_evidence","label":"Stores with at least one applicable tracked attribute missing public evidence","tier":"headline","denominatorLabel":"Apparel-evaluable stores with two deterministic public PDPs","evaluableN":30,"findingN":30,"alpha":null,"accuracy":null,"flaggedN":30,"nonFindingN":0,"caveat":"Public PDP evidence only. 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Not-applicable rows are excluded, and public absence is not evidence about private or connected feed state.","rate":0.4833,"ciLow":0.3617,"ciHigh":0.6069},{"metric":"apparel_attribute_missing_public_evidence_size_system_or_size_guidance","label":"Size system or size guidance: missing public evidence","tier":"supporting","denominatorLabel":"Applicable size system or size guidance rows across deterministic corpus PDPs","evaluableN":52,"findingN":42,"alpha":null,"accuracy":null,"flaggedN":42,"nonFindingN":10,"caveat":"PDP-attribute denominator. Not-applicable rows are excluded, and public absence is not evidence about private or connected feed state.","rate":0.8077,"ciLow":0.681,"ciHigh":0.892},{"metric":"apparel_attribute_missing_public_evidence_fit_or_size_type","label":"Fit or size type: missing public evidence","tier":"supporting","denominatorLabel":"Applicable fit or size type rows across deterministic corpus PDPs","evaluableN":52,"findingN":40,"alpha":null,"accuracy":null,"flaggedN":40,"nonFindingN":12,"caveat":"PDP-attribute denominator. Not-applicable rows are excluded, and public absence is not evidence about private or connected feed state.","rate":0.7692,"ciLow":0.6387,"ciHigh":0.8628},{"metric":"apparel_attribute_missing_public_evidence_material_composition","label":"Material composition: missing public evidence","tier":"supporting","denominatorLabel":"Applicable material composition rows across deterministic corpus PDPs","evaluableN":60,"findingN":20,"alpha":null,"accuracy":null,"flaggedN":20,"nonFindingN":40,"caveat":"PDP-attribute denominator. Not-applicable rows are excluded, and public absence is not evidence about private or connected feed state.","rate":0.3333,"ciLow":0.2273,"ciHigh":0.4594},{"metric":"apparel_attribute_missing_public_evidence_variant_group_clarity","label":"Variant group clarity: missing public evidence","tier":"supporting","denominatorLabel":"Applicable variant group clarity rows across deterministic corpus PDPs","evaluableN":60,"findingN":19,"alpha":null,"accuracy":null,"flaggedN":19,"nonFindingN":41,"caveat":"PDP-attribute denominator. Not-applicable rows are excluded, and public absence is not evidence about private or connected feed state.","rate":0.3167,"ciLow":0.2131,"ciHigh":0.4423},{"metric":"apparel_attribute_missing_public_evidence_return_exchange_path","label":"Return or exchange path: missing public evidence","tier":"supporting","denominatorLabel":"Applicable return or exchange path rows across deterministic corpus PDPs","evaluableN":60,"findingN":12,"alpha":null,"accuracy":null,"flaggedN":12,"nonFindingN":48,"caveat":"PDP-attribute denominator. Not-applicable rows are excluded, and public absence is not evidence about private or connected feed state.","rate":0.2,"ciLow":0.1183,"ciHigh":0.3178},{"metric":"apparel_excluded_empty_or_blocked","label":"Empty or blocked stores","tier":"limitation","denominatorLabel":"Deterministically ranked HTTP-only crawled candidate stores","evaluableN":72,"findingN":6,"alpha":null,"accuracy":null,"flaggedN":6,"nonFindingN":66,"caveat":"Access friction is counted separately and is never converted into missing apparel-attribute evidence.","rate":0.0833,"ciLow":0.0388,"ciHigh":0.1701},{"metric":"apparel_excluded_zero_pdp_discovered","label":"Stores with zero discovered eligible PDPs","tier":"limitation","denominatorLabel":"Deterministically ranked HTTP-only crawled candidate stores","evaluableN":72,"findingN":6,"alpha":null,"accuracy":null,"flaggedN":6,"nonFindingN":66,"caveat":"Completed public crawls with no eligible human-apparel PDP discovery remain outside the headline denominator.","rate":0.0833,"ciLow":0.0388,"ciHigh":0.1701},{"metric":"apparel_excluded_eligible_pdp_n_lt_2","label":"Stores below two eligible apparel PDPs","tier":"limitation","denominatorLabel":"Deterministically ranked HTTP-only crawled candidate stores","evaluableN":72,"findingN":5,"alpha":null,"accuracy":null,"flaggedN":5,"nonFindingN":67,"caveat":"Stores exposing only one eligible human-apparel PDP do not enter the two-PDP evaluable denominator.","rate":0.0694,"ciLow":0.03,"ciHigh":0.1525},{"metric":"apparel_excluded_evaluable_pdp_n_lt_2","label":"Stores below two evaluable apparel PDPs","tier":"limitation","denominatorLabel":"Deterministically ranked HTTP-only crawled candidate stores","evaluableN":72,"findingN":3,"alpha":null,"accuracy":null,"flaggedN":3,"nonFindingN":69,"caveat":"Eligible PDPs that remain blocked or otherwise unevaluable do not satisfy the two-PDP evidence floor.","rate":0.0417,"ciLow":0.0143,"ciHigh":0.1155},{"metric":"apparel_not_human_apparel_public_evidence","label":"Candidates without qualifying human-apparel public evidence","tier":"limitation","denominatorLabel":"Deterministically ranked HTTP-only crawled candidate stores","evaluableN":72,"findingN":22,"alpha":null,"accuracy":null,"flaggedN":22,"nonFindingN":50,"caveat":"Historical source labels are treated as discovery signals and are re-qualified from current public PDP evidence.","rate":0.3056,"ciLow":0.2113,"ciHigh":0.4195},{"metric":"apparel_subtype_distribution","label":"One-layer apparel subtype distribution","tier":"not_rate_published","denominatorLabel":"Subtype cuts below their own N >= 30 publication floor","evaluableN":null,"findingN":null,"rate":null,"ciLow":null,"ciHigh":null,"alpha":null,"accuracy":null,"flaggedN":null,"nonFindingN":null,"caveat":"Raw diagnostic counts only: footwear: 8 PDPs across 6 stores; tops: 20 PDPs across 12 stores; bottoms: 7 PDPs across 6 stores; outerwear: 3 PDPs across 2 stores; swim_intimates: 1 PDPs across 1 stores; accessories: 17 PDPs across 12 stores; general_apparel: 4 PDPs across 3 stores. No subtype clears its own N >= 30 floor."}],"detectorPrimitives":[{"signalId":"apparel_public_attribute_state_parser_v2","label":"Public apparel attribute state parser","status":"540 rows across 60 evaluable PDPs","caveat":"Product-region-scoped deterministic classification keeps visible, structured, image-only, non-spec, missing, not-applicable, conflict, unclear, and blocked states separate."},{"signalId":"sto_511_denominator_gate","label":"STO-511 Apparel denominator gate","status":"30 evaluable stores from 72 HTTP-only crawled candidates","caveat":"No provider-rendered recovery or production writes were used. Access, thin-PDP, non-apparel, and zero-PDP states remain separate exclusions."},{"signalId":"sto_511_validation_approval","label":"STO-511 validation provenance","status":"Final validation approved by the project owner using the accumulated evidence record","caveat":"Approval incorporated the prior direct review, deterministic regression fixtures, parser V2 replay, denominator reconciliation, redaction checks, and reproducibility evidence."}],"attributeReadiness":{"reportVersion":"2026-summer.apparel-attribute-readiness-public-v2","parserVersion":"apparel-attribute-public-evidence-parser.v2","categoryLabel":"Apparel","artifactLabel":"Report-grade Apparel corpus artifact","rubric":{"color":{"attributeKey":"color","label":"Color","buyerFacingDefinition":"Public evidence names a color or color family in a buyer-visible or spec-shaped product attribute.","googleMerchantCenterFields":["color","variant_option","item_group_id"],"openAiProductFeedFields":["color","variant_dict.color","group_id","listing_has_variations"],"shopifyTaxonomyFields":["color","category metafield color entries","variant option connection"],"storesteadySupportingQuestionIds":["apparel_transact_stock"],"sourceUrls":["https://support.google.com/merchants/answer/7052112/product-data-specification","https://developers.openai.com/commerce/specs/file-upload/products","https://agentic-commerce-protocol.com/docs/commerce/specs/feed","https://help.shopify.com/en/manual/custom-data/metafields/category-metafields","https://shopify.github.io/product-taxonomy/"]},"size":{"attributeKey":"size","label":"Size","buyerFacingDefinition":"Public evidence exposes the purchasable apparel size value or size variant 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newborn.","googleMerchantCenterFields":["age_group"],"openAiProductFeedFields":["age_group"],"shopifyTaxonomyFields":["age-group"],"storesteadySupportingQuestionIds":["apparel_choose_sizing","apparel_choose_model_info"],"sourceUrls":["https://support.google.com/merchants/answer/7052112/product-data-specification","https://developers.openai.com/commerce/specs/file-upload/products","https://agentic-commerce-protocol.com/docs/commerce/specs/feed","https://shopify.github.io/product-taxonomy/"]},"gender_or_unisex":{"attributeKey":"gender_or_unisex","label":"Gender or unisex target","buyerFacingDefinition":"Public evidence explicitly states male, female, unisex, women, men, girls, boys, or another target-gender signal.","googleMerchantCenterFields":["gender"],"openAiProductFeedFields":["gender"],"shopifyTaxonomyFields":["target-gender"],"storesteadySupportingQuestionIds":["apparel_choose_sizing","apparel_choose_occasion"],"sourceUrls":["https://support.google.com/merchants/answer/7052112/product-data-specification","https://developers.openai.com/commerce/specs/file-upload/products","https://agentic-commerce-protocol.com/docs/commerce/specs/feed","https://shopify.github.io/product-taxonomy/"]},"size_system_or_size_guidance":{"attributeKey":"size_system_or_size_guidance","label":"Size system or size guidance","buyerFacingDefinition":"Public evidence gives a regional size system, measurements, or a reachable size guide that helps a buyer choose a size.","googleMerchantCenterFields":["size_system","size"],"openAiProductFeedFields":["size_system","size","variant_dict.size"],"shopifyTaxonomyFields":["size","clothing size","footwear size system"],"storesteadySupportingQuestionIds":["apparel_choose_sizing","apparel_choose_fit","apparel_choose_model_info"],"sourceUrls":["https://support.google.com/merchants/answer/7052112/product-data-specification","https://developers.openai.com/commerce/specs/file-upload/products","https://agentic-commerce-protocol.com/docs/commerce/specs/feed","https://help.shopify.com/en/manual/custom-data/metafields/category-metafields","https://shopify.github.io/product-taxonomy/"]},"fit_or_size_type":{"attributeKey":"fit_or_size_type","label":"Fit or size type","buyerFacingDefinition":"Public evidence states a fit, cut, silhouette, rise, inseam, or apparel size type that narrows how the size should be interpreted.","googleMerchantCenterFields":["size_type","size"],"openAiProductFeedFields":["variant_dict.size_type","Custom_variant1_category: Size_Type"],"shopifyTaxonomyFields":["fit","cycling-apparel-fit","clothing-features"],"storesteadySupportingQuestionIds":["apparel_choose_fit","apparel_compare_fit_compare","apparel_compare_size_compare"],"sourceUrls":["https://support.google.com/merchants/answer/7052112/product-data-specification","https://developers.openai.com/commerce/specs/file-upload/products","https://agentic-commerce-protocol.com/docs/commerce/specs/feed","https://shopify.github.io/product-taxonomy/"]},"material_composition":{"attributeKey":"material_composition","label":"Material composition","buyerFacingDefinition":"Public evidence names the fabric or fiber composition. Branded fabric names without fiber content stay non-spec.","googleMerchantCenterFields":["material"],"openAiProductFeedFields":["material"],"shopifyTaxonomyFields":["fabric","fabric composition"],"storesteadySupportingQuestionIds":["apparel_choose_fabric","apparel_compare_fabric_compare"],"sourceUrls":["https://support.google.com/merchants/answer/7052112/product-data-specification","https://developers.openai.com/commerce/specs/file-upload/products","https://shopify.github.io/product-taxonomy/"]},"variant_group_clarity":{"attributeKey":"variant_group_clarity","label":"Variant group clarity","buyerFacingDefinition":"Public evidence groups related apparel variants and distinguishes variant dimensions such as size or color.","googleMerchantCenterFields":["item_group_id","item_group_title","variant_option"],"openAiProductFeedFields":["group_id","listing_has_variations","variant_dict","item_group_title"],"shopifyTaxonomyFields":["variant option connection","category metafield entries"],"storesteadySupportingQuestionIds":["apparel_transact_stock","apparel_compare_size_compare"],"sourceUrls":["https://support.google.com/merchants/answer/7052112/product-data-specification","https://developers.openai.com/commerce/specs/file-upload/products","https://agentic-commerce-protocol.com/docs/commerce/specs/feed","https://help.shopify.com/en/manual/custom-data/metafields/category-metafields","https://schema.org/ProductGroup"]},"return_exchange_path":{"attributeKey":"return_exchange_path","label":"Return or exchange path","buyerFacingDefinition":"Public evidence links to or states a return, exchange, final-sale, or eligibility path before purchase.","googleMerchantCenterFields":["return policy settings","MerchantReturnPolicy structured data"],"openAiProductFeedFields":["accepts_returns","accepts_exchanges","return_deadline_in_days","return_policy"],"shopifyTaxonomyFields":["category return reasons","store return policy surface"],"storesteadySupportingQuestionIds":["apparel_trust_returns_fit","apparel_transact_final_sale"],"sourceUrls":["https://support.google.com/merchants/answer/7052112/product-data-specification","https://developers.google.com/search/docs/appearance/structured-data/return-policy","https://developers.openai.com/commerce/specs/file-upload/products","https://agentic-commerce-protocol.com/docs/commerce/specs/feed","https://shopify.github.io/product-taxonomy/"]}},"rubricIntro":"The corpus parser applies the STO-463 public-evidence rubric and subtype applicability contract to two deterministic PDPs per evaluable store. Every row remains independently recomputable from its state and redacted evidence metadata.","summaryTiles":[{"label":"Stores","value":"30","detail":"Headline denominator from 72 HTTP-only crawled candidates."},{"label":"PDPs","value":"60","detail":"Two stable-hash-selected human-apparel PDPs per evaluable store."},{"label":"Rows","value":"540","detail":"Nine classified attribute rows per PDP, including explicit not-applicable states."},{"label":"Parser","value":"apparel-attribute-public-evidence-parser.v2","detail":"Deterministic public-evidence parser with product-region scoping."}],"stateCountLabel":"Corpus rows","attributeStateColumnLabel":"Corpus states","selectionArtifactText":"Selection artifact: 30 evaluable stores and 60 PDPs from 72 HTTP-only crawled candidates. Public artifacts expose hashes, state labels, counts, and non-identifying evidence surfaces only.","smokeSelection":{"selectedStoreN":30,"selectedPdpN":60,"storeSelectionRule":"Stable-hash rank the frozen valid candidate pool and expand deterministically until 30 stores satisfy the denominator contract.","pdpSelectionRule":"Canonicalize, deduplicate, stable-hash rank, and retain the first two publicly evaluable human-apparel PDPs per store."},"smokeSummary":{"selectedStoreN":30,"selectedPdpN":60,"rowN":540,"stateDistribution":[{"state":"satisfied_visible_and_spec_shaped","count":6},{"state":"satisfied_visible_text_only","count":113},{"state":"satisfied_machine_readable_only","count":13},{"state":"satisfied_variant_option","count":80},{"state":"satisfied_linked_size_chart_or_help","count":10},{"state":"satisfied_policy_or_footer","count":48},{"state":"present_but_non_spec","count":7},{"state":"missing_public_evidence","count":237},{"state":"not_applicable","count":21},{"state":"unclear_review_sample","count":5}],"attributeSummaries":[{"attributeKey":"color","label":"Color","pdpN":60,"states":[{"state":"satisfied_visible_text_only","count":25},{"state":"satisfied_variant_option","count":21},{"state":"missing_public_evidence","count":12},{"state":"unclear_review_sample","count":2}]},{"attributeKey":"size","label":"Size","pdpN":60,"states":[{"state":"satisfied_visible_text_only","count":3},{"state":"satisfied_machine_readable_only","count":4},{"state":"satisfied_variant_option","count":27},{"state":"missing_public_evidence","count":18},{"state":"not_applicable","count":5},{"state":"unclear_review_sample","count":3}]},{"attributeKey":"age_group_or_audience","label":"Age 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tionRank":2,"productFamily":"footwear","attributeKey":"return_exchange_path","applicability":"required","state":"satisfied_policy_or_footer","headlineReady":true,"evidenceSurface":"policy_or_footer","evidenceHintHash":"9447972e3ee284f8f012e33143fe8daad17d2e6b80f73d05ad728670e06adde3"}]},"sections":[{"id":"what-measured","heading":"What StoreSteady Measured","paragraphs":["StoreSteady measured public-evidence exposure for nine apparel PDP attributes: color, size, age group or audience, gender or unisex target, size system or guidance, fit or size type, material composition, variant group clarity, and return or exchange path.","The rubric is source-mapped to Google Merchant Center apparel and variant fields, OpenAI/ACP product-feed fields, and Shopify taxonomy or category-metafield surfaces. Those sources define the comparison rubric; this report measured only evidence publicly served by the merchant PDPs."],"bullets":["30 stores in the headline denominator, with two deterministic PDPs each.","540 row classifications across all nine STO-463 attributes.","Not-applicable subtype rows are excluded from missing-evidence attribute denominators."],"links":[{"href":"/help/fix-google-age-group-shopify","label":"Fixing Missing value [age_group] in Shopify"},{"href":"/help/fix-google-size-shopify","label":"Fixing Missing value [size] in Shopify"}]},{"id":"headline-result","heading":"Headline Result","paragraphs":["All 30 apparel-evaluable stores had at least one applicable tracked attribute with no detected public evidence across their two selected PDPs. The Wilson 95% confidence interval is 88.6% to 100%.","This is a store-level public-evidence measurement. It does not say that every product is missing data, and it does not say that a merchant lacks private attributes or connected feed data."]},{"id":"denominator-exclusions","heading":"Corpus And Exclusions","paragraphs":["The frozen discovery pool contained 177 signals and 131 valid unique candidates. The HTTP-only run crawled 72 candidates before reaching 30 evaluable stores.","6 stores were empty or blocked; 6 exposed zero eligible discovered PDPs; 5 had fewer than two eligible apparel PDPs; 3 had fewer than two evaluable PDPs; and 22 did not expose qualifying human-apparel public evidence."]},{"id":"validation","heading":"Validation","paragraphs":["Parser V2 corrected the material false-positive patterns observed in the original review: navigation contamination, generic size-link admission, missed multilingual terms, one-size applicability, and decoration-service text mistaken for material composition.","Final validation was approved by the project owner using the accumulated evidence record: the prior direct review, deterministic regression fixtures, parser V2 replay, denominator reconciliation, redaction checks, and reproducibility tests."]},{"id":"subtype-counts","heading":"One-Layer Subtype Counts","paragraphs":["The applicability contract covers footwear, tops, bottoms, dresses, outerwear, swim or intimates, accessories, and general apparel at one layer. Subtype cuts remain diagnostic raw counts because none has its own evaluable N of at least 30.","Observed composition: footwear: 8 PDPs across 6 stores; tops: 20 PDPs across 12 stores; bottoms: 7 PDPs across 6 stores; outerwear: 3 PDPs across 2 stores; swim_intimates: 1 PDPs across 1 stores; accessories: 17 PDPs across 12 stores; general_apparel: 4 PDPs across 3 stores. No dresses appeared in the final 60-PDP rowset."]},{"id":"not-measured","heading":"What StoreSteady Did Not Measure","paragraphs":["The report does not inspect or infer Shopify admin taxonomy completion, Merchant Center feed state, OpenAI or ACP feed state, checkout behavior, agent ranking, recommendations, conversion, compliance, or revenue.","It does not publish merchant names, domains, raw PDP URLs, product titles, snippets, screenshots, exact promo codes, model output, or private evidence."]}],"limitations":["Public absence is not evidence that a merchant lacks private Shopify, Google, OpenAI, or ACP attributes.","The candidate pool originated from historical discovery labels that were not a validated denominator; every selected store was re-qualified from current public evidence.","HTTP-only crawling may undercount JavaScript-dependent or protected stores. No provider-rendered recovery was approved or used.","Subtype cuts are below N >= 30 and are published only as raw diagnostic counts.","The selected stores and PDPs are redacted; public artifacts are recomputable from hashes and deterministic rules but are not inspectable as named examples."],"sources":[{"label":"Google Merchant Center product data specification","url":"https://support.google.com/merchants/answer/7052112/product-data-specification","note":"Source map for apparel attributes including color, size, age_group, gender, size_system, size_type, material, item_group_id, and variant_option."},{"label":"OpenAI product feed specification","url":"https://developers.openai.com/commerce/specs/file-upload/products","note":"Source map for product-feed item, variant, material, audience, seller, and return-policy fields."},{"label":"Agentic Commerce Protocol product feed specification","url":"https://agentic-commerce-protocol.com/docs/commerce/specs/feed","note":"Source map for ACP/OpenAI apparel variant fields used as external rubric evidence."},{"label":"Shopify category metafields","url":"https://help.shopify.com/en/manual/custom-data/metafields/category-metafields","note":"Source map for category metafields, product attributes, and variant option connections."},{"label":"Shopify Standard Product Taxonomy","url":"https://shopify.github.io/product-taxonomy/","note":"Source map for apparel category attributes such as color, age group, target gender, fabric, size, and fit."},{"label":"Google MerchantReturnPolicy structured data","url":"https://developers.google.com/search/docs/appearance/structured-data/return-policy","note":"Public structured-data context for return-policy surfaces. The report does not audit private policy settings."},{"label":"Schema.org ProductGroup","url":"https://schema.org/ProductGroup","note":"Public structured-data context for variant grouping. The corpus parser keeps schema-only and visible surfaces separate."}],"versionHistory":[{"version":"2026-summer.apparel-attribute-readiness-public-v2","date":"2026-07-13","change":"Replaced the one-store smoke framing with the STO-511 30-store, 60-PDP report-grade corpus; added store-, PDP-, and attribute-level denominators, Wilson intervals, subtype diagnostics, redacted corpus rows, and final owner validation approval."},{"version":"2026-summer.apparel-attribute-readiness-v1","date":"2026-05-26","change":"Initial apparel-specific public-evidence attribute readiness smoke with source-mapped rubric, redacted row artifact, and baseline/diff artifact."}],"redactionPolicy":{"aggregateOnly":false,"rowLevelPublicFieldsAreHashed":true,"excludedPublicFields":["store names","raw domains","raw URLs","raw crawl text","raw AI responses","exact promo codes","private feed/admin evidence","merchant-identifying product examples"]}}