{"citations":{"source_mix":{"company_owned":7,"independent":13,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":14,"partial":8},"total_sources":22,"unique_domain_count":15},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-09","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Credit-Building Products After Repeated Credit Card Denials","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-09","platform_support":["google","openai"],"predicate":"final_consensus_rank","qualifier":"Credit Building After Repeated Card Denials","subject":"StellarFi","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-09","platform_support":["google","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"StellarFi","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-09","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"StellarFi","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-09","platform_support":["openai","anthropic","deepseek"],"predicate":"fit_rating_count","qualifier":"good","subject":"StellarFi","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-09","platform_support":["perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"StellarFi","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"StellarFi","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-building-rebuilding/credit-building-after-repeated-card-denials/stellarfi.json","page_url":"https://creditconsensusindex.com/credit-building-rebuilding/credit-building-after-repeated-card-denials/stellarfi","report_type":"fit_review","study_id":"CCI-STUDY-23677B62F27D","title":"StellarFi for Credit-Building Products After Repeated Credit Card Denials Review"},"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."],"methodology":{"fit_rating_contract":["strong","good","mixed","weak","uncertain"],"included_valid_platform_count":7,"maximum_finalists":10,"minimum_mentions":2,"name":"Credit 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":"2026-09-09 07:59:18.326222+00","research_date":"2026-09-09","source_snapshot_sha256":"f545cc4546e2d2b5384f528f3dc062c730644d6d465c14623d37942d2de86042","verification_scope":"public_verification"},"questions":[{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-001","question":"What makes StellarFi accessible to applicants who have been denied credit cards?","section":"Why StellarFi Qualified for This Study","section_id":"why-stellarfi-qualified-for-this-study"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-002","question":"How does StellarFi's approach differ from traditional credit products?","section":"Why StellarFi Qualified for This Study","section_id":"why-stellarfi-qualified-for-this-study"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-003","question":"Which StellarFi plan is most relevant for someone rebuilding credit?","section":"The Product, Model, Plan, or Service Most Relevant to Credit Building After Repeated Card Denials","section_id":"the-product-model-plan-or-service-most-relevant-to-credit-building-after-repeated-card-denials"},{"id":"question-004","question":"Is the original bill-pay plan still available in 2026?","section":"The Product, Model, Plan, or Service Most Relevant to Credit Building After Repeated Card Denials","section_id":"the-product-model-plan-or-service-most-relevant-to-credit-building-after-repeated-card-denials"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-005","question":"What core strengths did most platforms identify for StellarFi?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-006","question":"Which claims about StellarFi were consistent across platforms?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-007","question":"What are the major factual conflicts about StellarFi's current status?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-008","question":"Why do pricing reports vary so widely across sources?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-009","question":"What specific features make StellarFi work for credit building after denials?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-010","question":"What credit-building capabilities does StellarFi lack?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-011","question":"What does StellarFi cost per month or per year?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-012","question":"Are there fees beyond the subscription?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-013","question":"What are the cancellation terms?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-014","question":"Who should seriously consider StellarFi for credit building?","section":"Best Suited For","section_id":"best-suited-for"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-015","question":"What financial profile makes StellarFi a good match?","section":"Best Suited For","section_id":"best-suited-for"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-016","question":"Who should avoid StellarFi?","section":"Probably Not Best Suited For","section_id":"probably-not-best-suited-for"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-017","question":"What situations make StellarFi a poor choice?","section":"Probably Not Best Suited For","section_id":"probably-not-best-suited-for"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-018","question":"When should a secured card be chosen over StellarFi?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-019","question":"What free alternatives might work better?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"claims":["claim-002","claim-003","claim-004","claim-005","claim-006"],"entities":["StellarFi"],"id":"question-020","question":"What must be confirmed before enrolling in StellarFi?","section":"Questions to Verify Before Buying","section_id":"questions-to-verify-before-buying"},{"id":"question-021","question":"Which claims require direct verification?","section":"Questions to Verify Before Buying","section_id":"questions-to-verify-before-buying"}],"ranking":{"candidates_evaluated":29,"qualified_finalists":10,"ranking_unit":"Credit-building product and provider"},"schema_version":4,"summary":"StellarFi is a conditional good fit for consumers repeatedly denied conventional unsecured credit cards, but its value depends heavily on which product is currently available and whether you can afford an ongoing subscription. Two of seven platforms named StellarFi during the ranking stage, with an average listed rank of 6.5 and a best rank of 5. The strongest reason to consider StellarFi is its no-hard-credit-check enrollment model that reports bill-payment activity to major credit bureaus, making it accessible after repeated denials. The main limitation is significant: the original Lite…","target_buyer":"Consumers repeatedly denied for conventional unsecured credit cards who need realistic alternative products for building or rebuilding positive credit history","topic":{"base_category":"Credit building & rebuilding","category_criteria":["Accessibility after card denials","credit bureau reporting","total cost","payment affordability","debt risk","range of alternative products","long-term credit-building value"],"geography":"United States","slug":"best-credit-building-products-after-repeated-credit-card-denials","title":"Best Credit-Building Products After Repeated Credit Card Denials","use_case":"Credit Building After Repeated Card Denials"}}