{"buyer_scenarios":[{"fit":"best_suited","scenario":"Commercial or institutional historic-rehabilitation projects. OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google all place Boyd in commercial restoration, adaptive reuse, or institutional work (, -2, , , ,…"},{"fit":"best_suited","scenario":"Adaptive-reuse and downtown storefront buildings. The BH01 Historic Storefront is positioned for historic-replica storefront applications and historic-review projects (-4, )."},{"fit":"best_suited","scenario":"Projects with architect, contractor, or preservation-consultant involvement. Boyd's Direct Assistance model supports product selection, specifications, historic-replica systems, and jobsite-condition review (-7, -3, -4)."},{"fit":"best_suited","scenario":"Buyers prioritizing aluminum durability, thermal separation, and commercial performance. Multiple systems carry thermal barriers or thermal struts with published commercial ratings (, -2, )."},{"fit":"not_best_suited","scenario":"Residential single-family period properties without professional design intermediaries. Anthropic, DeepSeek, Grok, Kimi, and Google all flag the commercial channel as a barrier for direct homeowner sales (-2, , ,…"},{"fit":"not_best_suited","scenario":"Owners seeking restoration of original wood or steel windows rather than replacement. Boyd's documented offering is replacement with made-to-order aluminum systems; reviewed materials do not show an original-window…"},{"fit":"not_best_suited","scenario":"Projects where the reviewing authority requires historically authentic wood or steel construction. Aluminum replicas may not satisfy authorities or owners requiring authentic material (, -2, kimi:boydaluminumcom)."},{"fit":"not_best_suited","scenario":"Buyers needing published prices, lead times, installation warranties, or extensive independent customer-review evidence. No platform located these for the historic line (, , , , kimi:boydaluminumcom)."}],"citations":{"source_mix":{"company_owned":23,"independent":11,"unclear":3},"sources_referenced_by_questions":0,"support_mix":{"direct":15,"partial":6},"total_sources":37,"unique_domain_count":12},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Window Companies for Historic and Period Properties","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","kimi"],"predicate":"final_consensus_rank","qualifier":"historic window replacement","subject":"Boyd Aluminum","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Boyd Aluminum","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Boyd Aluminum","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Boyd Aluminum","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Boyd Aluminum","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":6,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Boyd Aluminum","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/window-and-door-replacement/historic-window-replacement/boyd-aluminum.json","page_url":"https://homeimprovementconsensusindex.com/window-and-door-replacement/historic-window-replacement/boyd-aluminum","report_type":"fit_review","study_id":"HICI-STUDY-9C3E169AF32C","title":"Boyd Aluminum Review for Historic and Period Properties"},"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":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Improvement Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","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 16:37:41.25728+00","research_date":"2026-10-02","source_snapshot_sha256":"6218a69878d02f6f8aff060ed3883b55599557f9a26097458a00e4d9d1e75ec9","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":32,"qualified_finalists":10,"ranking_unit":"Window and door manufacturer, dealer, or installation company"},"schema_version":4,"summary":"Boyd Aluminum is a mixed fit for historic window replacement. Three of seven platforms named it during the ranking stage (anthropic, grok, kimi), each at rank 6, giving an average listed rank of 6.0 and a 42.9% share of included platform responses. Its strongest case is a purpose-built historic-replica and steel-replica aluminum line — Series 6200, 3250XT-G, 6400, 810, and BH01 storefront — engineered for narrow sightlines and NPS/SHPO review coordination (, -12, ). The main limitation is channel fit: Boyd is a commercial, made-to-order manufacturer serving architects, contractors, and…","target_buyer":"An owner of a period or conservation-area property needing sightlines and profiles that satisfy preservation requirements.","topic":{"base_category":"Window and Door Replacement","category_criteria":["period profile matching","preservation approval support","restoration alternatives","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-window-companies-for-historic-and-period-properties","title":"Best Window Companies for Historic and Period Properties","use_case":"historic window replacement"}}