{"citations":{"source_mix":{"company_owned":92,"independent":106,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":147,"partial":47},"total_sources":198,"unique_domain_count":71},"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","grok","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"switching from unreliable provider","subject":"Choice Home Warranty","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Choice Home Warranty","unit":"platforms","value":7},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"switching from unreliable provider","subject":"American Home Shield","unit":"rank","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"American Home Shield","unit":"platforms","value":5},{"claim_id":"claim-006","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-007","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-008","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","kimi","openai"],"predicate":"final_consensus_rank","qualifier":"switching from unreliable provider","subject":"Cinch Home Services","unit":"rank","value":4},{"claim_id":"claim-009","confidence":"verified","observed_at":"2026-10-01","platform_support":["anthropic","deepseek","kimi","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Cinch Home Services","unit":"platforms","value":4},{"claim_id":"claim-010","confidence":"verified","observed_at":"2026-10-01","platform_support":["google","perplexity"],"predicate":"final_consensus_rank","qualifier":"switching from unreliable provider","subject":"ARW Home","unit":"rank","value":5},{"claim_id":"claim-011","confidence":"verified","observed_at":"2026-10-01","platform_support":["google","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ARW Home","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.4285714285714286,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Choice Home Warranty","platform_mentions":7,"platform_share":1},{"average_rank":2.2,"best_rank":1,"entity_id":"entity-002","entity_type":"company","final_rank":2,"name":"American Home Shield","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":4.4,"best_rank":2,"entity_id":"entity-003","entity_type":"company","final_rank":3,"name":"Liberty Home Guard","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":6.75,"best_rank":4,"entity_id":"entity-004","entity_type":"company","final_rank":4,"name":"Cinch Home Services","platform_mentions":4,"platform_share":0.5714285714285714},{"average_rank":4.5,"best_rank":4,"entity_id":"entity-005","entity_type":"company","final_rank":5,"name":"ARW Home","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeservicesconsensusindex.com/datasets/home-warranty-and-protection-plans/switching-providers.json","page_url":"https://homeservicesconsensusindex.com/home-warranty-and-protection-plans/switching-providers","report_type":"best_of_index","study_id":"HSCI-STUDY-82E1C272517D","title":"Best Home Warranty Companies for Switching Away from a Bad or Unreliable Provider (2026)"},"limitations":["Exactly 7 platforms were included in this run: openai, anthropic, deepseek, grok, perplexity, kimi, google. The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a entity evidence bundle.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each entity bundle are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path.","Use the exact entity-namespaced citation IDs from the source catalog (e.g. e1:); never transfer a citation between entities."],"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 08:18:19.679689+00","research_date":"2026-10-01","source_snapshot_sha256":"d0f5b250a46a760d6b81f91e27ec4a767bc8bc2c074bb00493b6423f671171af","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":9,"qualified_finalists":5,"ranking_unit":"Home warranty company or plan brand"},"schema_version":4,"summary":"Choice Home Warranty is the consensus leader for switching away from an unreliable home warranty provider, named by all seven platforms studied (100.0% share, average listed position 1.43, best position 1). American Home Shield is the strongest alternative for buyers who want the highest published coverage caps and can tolerate a 30-day transition, while Liberty Home Guard is the strongest alternative for buyers who need a documented waiting-period waiver tied to proof of continuous prior coverage. This index studied seven AI platforms — OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi,…","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"}}