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Summer 2026 / Methodology

Pet Attribute Readiness Index Methodology

For this report, StoreSteady evaluated 50 selected Pet candidate stores from 53 valid candidates, using the HTTP-only STO-505 crawl gate plus the approved STO-506 targeted rendered recovery for prior empty or blocked rows. This page documents selection, denominator, exclusion, redaction, source, and version rules.

Corpus And Window

Selection rule: Start from 53 valid Pet candidates, select 50 by deterministic one-layer product-family sampling, crawl with HTTP-only scanner-shaped collection, then apply provider-rendered recovery only to STO-505 rows that were empty or blocked. Count a store as category-evaluable when at least two classified PDPs and two detector-hit PDPs anchor public Pet evidence. Product-family labels stop at one layer and are not sub-subcategory validation.

Freeze timestamp: 2026-06-11T08:12:56.699Z

Evaluation window: 2026-06-10 HTTP-only crawl gate plus 2026-06-11 targeted provider-rendered recovery ending 2026-06-11T08:12:56.699Z

Fields collected: redacted store hashes and deterministic candidate ranks, HTTP-only crawl status and inferred public category, targeted rendered recovery status for prior empty or blocked rows, classified PDP counts and detector-hit PDP counts, one-layer Pet product-family labels, denominator states and exclusion reason codes, deterministic Pet V1 evidence-family 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
pet_category_evaluable_public_attribute_evidenceHeadline503556.3% - 80.9%Deterministic public PDP evidence gate after an approved targeted rendered recovery of prior empty or blocked rows. Measures evidence presence only; it does not validate safety, nutrition, vet approval, compliance, ranking, checkout, agent behavior, or private feed state.
pet_excluded_true_thin_no_pdpLimitation5088.34% - 28.5%Completed stores with too little public PDP evidence are not blended into the category-evaluable numerator.
pet_excluded_empty_or_blockedLimitation5032.06% - 16.2%Empty and blocked states remain visible after targeted rendered recovery and are not treated as attribute findings.
pet_excluded_partial_or_incompleteLimitation5043.15% - 18.8%Timed-out or incomplete rows are reported separately; they are not converted into missing-attribute findings.
pet_provider_rendered_recovery_supportNot rate-publishednot publishednot publishednot published21 targeted stores returned rendered pages and 12 became category-evaluable. This is crawl-mode disclosure, not a separate public rate.
pet_one_layer_family_countsNot rate-publishednot publishednot publishednot publishedRaw counts only: cat_products: 8/6 evaluable; dog_beds_furniture: 8/6 evaluable; dog_crates: 9/7 evaluable; dog_food_supplements: 9/6 evaluable; gps_smart_tech: 5/5 evaluable; harnesses_leashes_collars: 8/5 evaluable; unclassified_pet: 3/0 evaluable.
pet_v1_evidence_family_coverage_countsNot rate-publishednot publishednot publishednot publishedCoverage counts only: Species and life-stage fit: 35/35 category-evaluable stores; Size, fit, and measurement guidance: 35/35 category-evaluable stores; Label facts, ingredients, and nutrition context: 23/35 category-evaluable stores; Feeding, dosage, usage, or duration directions: 25/35 category-evaluable stores; Safety, warning, supervision, or vet-context evidence: 31/35 category-evaluable stores; Subscription, refill, or recurring-delivery cadence: 16/35 category-evaluable stores; Return and shipping path: 32/35 category-evaluable stores.

Pet Rubric

Pet evidence families are mapped to public buyer-facing evidence and authoritative source context. StoreSteady records evidence presence only; it does not validate safety, nutrition, vet approval, compliance truth, or private feed/admin state.

AttributeSource mapClaim boundary
species_life_stageStoreSteady supporting questions: pet_species_life_stage
Official/source context: AAFCO pet food label guidance, FDA complete-and-balanced pet food context, Pet Food Institute label guidance, Shopify category metafields
Evidence presence only; does not validate appropriateness, safety, or nutrition adequacy.
size_fit_measurementStoreSteady supporting questions: pet_accessory_size_fit, pet_airline_carrier_claim
Official/source context: Google Merchant Center product data specification, Shopify category metafields, Google product structured data
Evidence presence only; does not validate fit advice or carrier/airline compatibility.
label_facts_nutritionStoreSteady supporting questions: pet_feeding_role_adequacy, pet_label_nutrition_facts, pet_ingredient_allergen_health_claims
Official/source context: AAFCO pet food label guidance, AAFCO food selection guidance, FDA complete-and-balanced pet food context, Pet Food Institute label guidance
Evidence presence only; does not validate label truth, health claims, or complete-and-balanced status.
feeding_dosage_durationStoreSteady supporting questions: pet_feeding_amount_duration, pet_subscription_quantity_storage
Official/source context: AAFCO food selection guidance, Pet Food Institute label guidance
Evidence presence only; does not validate medical, dietary, or dosage adequacy.
safety_warning_vetStoreSteady supporting questions: pet_toy_chew_safety, pet_ingredient_allergen_health_claims, pet_airline_carrier_claim
Official/source context: AKC dog toy safety guidance, Texas A&M chew-toy safety guidance, Google product structured data
Evidence presence only; does not validate product safety, vet approval, compliance, or claim truth.
subscription_refill_cadenceStoreSteady supporting questions: pet_subscription_quantity_storage, pet_feeding_amount_duration
Official/source context: Google Merchant Center product data specification, Google shipping policy structured data
Evidence presence only; does not validate price, fulfillment, or subscription suitability.
return_shipping_pathStoreSteady supporting questions: pet_subscription_quantity_storage
Official/source context: Google return policy structured data, Google shipping policy structured data, Google Merchant Center product data specification
Evidence presence only; does not validate eligibility, delivery performance, or policy enforcement.

Judgment Policy

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

Parser version: pet-attribute-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.pet-attribute-readiness-provider-rendered-recovery-gate-v1 (2026-06-11): Published Pet Attribute Readiness report from the STO-506 provider-rendered recovery gate with STO-505 HTTP-only denominator disclosure and deterministic Pet V1 rubric support.