{"citations":{"source_mix":{"company_owned":28,"independent":18,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":10},"total_sources":46,"unique_domain_count":27},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Energy-Efficient Replacement Window Brands","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","grok","openai"],"predicate":"final_consensus_rank","qualifier":"energy efficient windows","subject":"Window World","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Window World","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Window World","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Window World","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.666666666666667,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Window World","platform_mentions":3,"platform_share":0.5}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/energy-efficient-windows/window-world.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/energy-efficient-windows/window-world","report_type":"fit_review","study_id":"HICI-STUDY-0C8F0B7F6A3D","title":"Window World Review for energy efficient windows"},"limitations":["Use the run researchdate as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.","All included platforms evaluated fit, but platformmentions counts only platforms that named the entity during ranking discovery.","Do not resolve conflicting product names, pricing, or capabilities by guessing; describe the conflict and tell buyers what to verify.","The supplied URLs were collected from platform responses and were not independently validated by the writer stage.","Company-owned citations materially outnumber independent citations; do not describe company claims as independently verified.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":6,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["deepseek","google","grok","kimi","openai","perplexity"],"platforms_queried":["openai","anthropic","deepseek","grok","perplexity","kimi","google"],"stages":["ranking_discovery","fit_assessment","normalization","editorial_synthesis"],"version":"alias-table-1"},"provenance":{"generated_at":"2026-10-02 09:40:55.998632+00","research_date":"2026-10-02","source_snapshot_sha256":"25133e42ef455e2e090123aefeb1b1d7b39c195da33dcc008c2586d98cf9a6f3","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":23,"qualified_finalists":8,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Window World is a mixed fit for energy efficient windows. Three of the six platforms that evaluated fit named Window World during ranking discovery, and its average listed rank was 6.7 with a best rank of 6. The strongest reason to consider it is a widely available, value-priced vinyl replacement window package built around Low-E insulated glass, argon fill, and climate-zone ENERGY STAR-qualified options. The main limitation is verification: Window World does not publish one nationally consistent U-factor and SHGC specification for the recommended 4000/SolarZone package, and installation…","target_buyer":"A homeowner in a climate with hard winters or hot summers choosing glazing packages to cut heating and cooling loss.","topic":{"base_category":"Window and Door Replacement","category_criteria":["U-factor and SHGC ratings","glazing and gas fill options","certification labelling","product range and frame materials","energy performance ratings","installation quality","lead time","price transparency","product and labor warranty","customer review strength"],"geography":"United States","slug":"best-energy-efficient-replacement-window-brands","title":"Best Energy-Efficient Replacement Window Brands","use_case":"energy efficient windows"}}