{"buyer_scenarios":[{"fit":"best_suited","scenario":"Owners of post-1976 HUD Code homes with newer or mid-age appliances and systems (-1)."},{"fit":"best_suited","scenario":"Buyers who want to select systems-only coverage rather than a bundled plan ."},{"fit":"best_suited","scenario":"Owners on rural lots who need add-ons such as well pump, sump pump, or septic coverage (-2, )."},{"fit":"best_suited","scenario":"Buyers who want no pre-purchase inspection or maintenance records ."},{"fit":"not_best_suited","scenario":"Owners of pre-1976 mobile homes, who face higher likelihood of ineligibility or coverage restrictions (-1, )."},{"fit":"not_best_suited","scenario":"Buyers needing coverage for chassis, axles, tongue, tie-downs, piers, skirting, or transport-related components, which are excluded or unaddressed (-2, , )."},{"fit":"not_best_suited","scenario":"Owners of high-value HVAC systems or electrical panels expecting full replacement coverage, given the $2,000 general cap and $500 plumbing/electrical cap (-6, -7)."},{"fit":"not_best_suited","scenario":"Buyers who need published, guaranteed manufactured-home eligibility without individual review ."}],"citations":{"source_mix":{"company_owned":18,"independent":16,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":20,"partial":4},"total_sources":34,"unique_domain_count":14},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Home Warranty Companies for Manufactured and Mobile Homes","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","perplexity"],"predicate":"final_consensus_rank","qualifier":"manufactured and mobile home coverage","subject":"Liberty Home Guard","unit":"rank","value":4},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Liberty Home Guard","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Liberty Home Guard","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","grok"],"predicate":"fit_rating_count","qualifier":"good","subject":"Liberty Home Guard","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Liberty Home Guard","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Liberty Home Guard","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.166666666666667,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":4,"name":"Liberty Home Guard","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/home-warranty-and-protection-plans/manufactured-mobile-homes/liberty-home-guard.json","page_url":"https://homeservicesconsensusindex.com/home-warranty-and-protection-plans/manufactured-mobile-homes/liberty-home-guard","report_type":"fit_review","study_id":"HSCI-STUDY-704B4890FDC5","title":"Liberty Home Guard Review for Manufactured and Mobile Homes"},"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.","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":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Home Services 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":"2026-10-01 05:27:00.03027+00","research_date":"2026-10-01","source_snapshot_sha256":"4767a087ee391890ad9bcad880ea99a85bd0fbac5fdce60e7fb81c7fdbc41a9d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":17,"qualified_finalists":10,"ranking_unit":"Home warranty company or plan brand"},"schema_version":4,"summary":"Liberty Home Guard is a mixed-to-uncertain fit for manufactured and mobile home coverage. Six of the seven platforms in this study named it during the ranking stage, and it reached the finalist list, but the platforms split sharply on whether it genuinely accepts manufactured homes: Google rated it \"strong,\" Anthropic and Grok rated it \"good,\" Perplexity rated it \"mixed,\" and OpenAI, DeepSeek, and Kimi rated it \"uncertain.\" The strongest reason to consider it is its three-plan structure (Appliance Guard, Systems Guard, Total Home Guard) plus 40+ add-ons and no inspection requirement. The…","target_buyer":"A manufactured or mobile home owner who needs a provider that accepts non-standard construction and covers home-type-specific systems.","topic":{"base_category":"Home Warranty and Protection Plans","category_criteria":["eligibility for manufactured homes","coverage for mobile-home-specific systems","plan pricing for this home type","exclusions related to foundation type"],"geography":"United States","slug":"best-home-warranty-companies-for-manufactured-and-mobile-homes","title":"Best Home Warranty Companies for Manufactured and Mobile Homes","use_case":"manufactured and mobile home coverage"}}