{"citations":{"source_mix":{"company_owned":20,"independent":17,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":30,"partial":7},"total_sources":39,"unique_domain_count":20},"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 Kitchen Remodeling Companies Offering Project Financing","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"financed kitchen remodel","subject":"JDI Construction","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-10-02","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"JDI Construction","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-10-02","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"JDI Construction","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-10-02","platform_support":["openai","anthropic","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"JDI Construction","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-10-02","platform_support":["perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"JDI Construction","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-10-02","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"JDI Construction","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8,"best_rank":8,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"JDI Construction","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://homeimprovementconsensusindex.com/datasets/kitchen-remodeling/financed-kitchen-remodel/jdi-construction.json","page_url":"https://homeimprovementconsensusindex.com/kitchen-remodeling/financed-kitchen-remodel/jdi-construction","report_type":"fit_review","study_id":"HICI-STUDY-E0401FB97440","title":"JDI Construction Review for financed kitchen remodel"},"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 16:15:56.074244+00","research_date":"2026-10-02","source_snapshot_sha256":"189ed63c446232a66016f3c5c5bcfd918e063dbb4c6eac3e324857e0c40c20fe","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":42,"qualified_finalists":7,"ranking_unit":"Kitchen remodeling contractor, design-build firm, or cabinet supplier"},"schema_version":4,"summary":"JDI Construction is a good fit for a homeowner in the Vancouver, Washington–Portland, Oregon service area who wants a design-build kitchen remodel financed through a contractor-arranged lender marketplace. Two of the seven platforms named JDI Construction during the ranking stage, and its average listed rank was 8.0. The strongest reason to consider it is the combination of an integrated multi-lender financing application through Lend Home Improvement, a stated five-year workmanship warranty, and strong platform-reported review ratings. The main limitation is financing transparency: no APR,…","target_buyer":"A homeowner who wants the renovation now and intends to pay for it over time through the contractor's own financing partner.","topic":{"base_category":"Kitchen Remodeling","category_criteria":["financing partner terms","promotional rate availability","approval process","project scope handled","design service quality","cabinetry and material sourcing","timeline reliability","written estimate clarity","workmanship warranty","customer review strength"],"geography":"United States","slug":"best-kitchen-remodeling-companies-offering-project-financing","title":"Best Kitchen Remodeling Companies Offering Project Financing","use_case":"financed kitchen remodel"}}