{"citations":{"source_mix":{"company_owned":16,"independent":19,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":29,"partial":6},"total_sources":35,"unique_domain_count":19},"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 Switching Away from a Bad or Unreliable Provider","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"switching from unreliable provider","subject":"Liberty Home Guard","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Liberty Home Guard","unit":"platforms","value":5},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Liberty Home Guard","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["openai","deepseek","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Liberty Home Guard","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-01","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Liberty Home Guard","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.4,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"Liberty Home Guard","platform_mentions":5,"platform_share":0.7142857142857143}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/home-warranty-and-protection-plans/switching-providers/liberty-home-guard.json","page_url":"https://homeservicesconsensusindex.com/home-warranty-and-protection-plans/switching-providers/liberty-home-guard","report_type":"fit_review","study_id":"HSCI-STUDY-4270CD6282B9","title":"Liberty Home Guard Review for Switching Away from a Bad or Unreliable Provider"},"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.","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 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 08:14:31.345821+00","research_date":"2026-10-01","source_snapshot_sha256":"bd0616d81652c9ff6981f76b6edf333c1602e9ea9ac53e3407f58a698253d57a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":9,"qualified_finalists":5,"ranking_unit":"Home warranty company or plan brand"},"schema_version":4,"summary":"Liberty Home Guard is a mixed fit for switching away from an unreliable home warranty provider. Five of seven platforms named it during the ranking stage, with an average listed rank of 4.4 and a best rank of 2. The strongest reason to consider it is a possible waiting-period waiver for customers transferring from another warranty provider, which could reduce coverage-gap risk. The main limitation is that no platform found a verified switching credit, prior-provider refund arrangement, or guaranteed gap-free start date, and plumbing and electrical coverage is capped at $500 per term,…","target_buyer":"An existing home warranty customer dissatisfied with their current provider's service or claims handling who wants to switch without a coverage gap.","topic":{"base_category":"Home Warranty and Protection Plans","category_criteria":["ease of switching without coverage gap","prorated refund policy from prior provider","new customer switching incentives","onboarding speed"],"geography":"United States","slug":"best-home-warranty-companies-for-switching-away-from-a-bad-or-unreliable-provider","title":"Best Home Warranty Companies for Switching Away from a Bad or Unreliable Provider","use_case":"switching from unreliable provider"}}