{"citations":{"source_mix":{"company_owned":18,"independent":31,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":46,"partial":4},"total_sources":50,"unique_domain_count":28},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Budget Window Replacement Companies","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"budget window replacement","subject":"Pella","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","google","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"Pella","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Pella","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Pella","unit":"platforms","value":5}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.75,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Pella","platform_mentions":4,"platform_share":0.6666666666666666}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/budget-window-replacement/pella.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/budget-window-replacement/pella","report_type":"fit_review","study_id":"HICI-STUDY-528A214D6CE3","title":"Pella Review for budget window replacement"},"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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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":["anthropic","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 10:51:58.823227+00","research_date":"2026-10-02","source_snapshot_sha256":"e0231352c30a3ec8846154be14ca582b780a865f9462d4ce52422b4c4f3246b4","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":20,"qualified_finalists":9,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Pella is a mixed fit for budget window replacement. Four of the six included platforms named Pella during the ranking stage, and all six that evaluated it rated the fit as mixed except Google, which rated it good. The strongest reason to consider Pella is its entry-level vinyl lines — Encompass by Pella, the 150 Series, and the 250 Series — which can be bought as product-only units through Pella's online shop or Lowe's, supporting phased replacement of a few windows at a time . The main limitation is installed cost and price transparency: Pella's 250 Series replacement pages have shown $0.00…","target_buyer":"A homeowner replacing failed or draughty windows at the lowest defensible cost, often a few units at a time.","topic":{"base_category":"Window and Door Replacement","category_criteria":["entry-level product lines","per-unit pricing","phased replacement options","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-budget-window-replacement-companies","title":"Best Budget Window Replacement Companies","use_case":"budget window replacement"}}