{"citations":{"source_mix":{"company_owned":10,"independent":9,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":14,"partial":4},"total_sources":19,"unique_domain_count":9},"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 Collections or Charge-Offs","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-09","platform_support":["anthropic","deepseek","openai"],"predicate":"final_consensus_rank","qualifier":"Credit Building After Collections or Charge-Offs","subject":"Discover Bank","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-09","platform_support":["anthropic","deepseek","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Discover Bank","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-09","platform_support":["deepseek","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Discover Bank","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-09","platform_support":["openai","anthropic","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Discover Bank","unit":"platforms","value":5}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.333333333333333,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Discover Bank","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://creditconsensusindex.com/datasets/credit-building-rebuilding/credit-building-after-collections-charge-offs/discover-bank.json","page_url":"https://creditconsensusindex.com/credit-building-rebuilding/credit-building-after-collections-charge-offs/discover-bank","report_type":"fit_review","study_id":"CCI-STUDY-E99E97E6E26B","title":"Discover Bank for Credit-Building Products After Collections or Charge-Offs 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.","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."],"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 04:53:03.573337+00","research_date":"2026-09-09","source_snapshot_sha256":"b88b463dd51fc72b922736f2dba30eda8c26c71831246aabc513f2a512da2ac7","verification_scope":"public_verification"},"questions":[{"claims":["claim-002","claim-003","claim-004","claim-005"],"entities":["Discover Bank"],"id":"question-001","question":"What makes Discover Bank relevant to credit building after collections or charge-offs?","section":"Why Discover Bank Qualified for This Study","section_id":"why-discover-bank-qualified-for-this-study"},{"id":"question-002","question":"Which specific product did the AI platforms evaluate?","section":"Why Discover Bank Qualified for This Study","section_id":"why-discover-bank-qualified-for-this-study"},{"id":"question-003","question":"What core strengths did the AI platforms consistently identify?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-004","question":"How many platforms agreed on bureau reporting, fees, and the graduation path?","section":"What the AI Platforms Agreed About","section_id":"what-the-ai-platforms-agreed-about"},{"id":"question-005","question":"What conflicts exist in the reported pricing and deposit information?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-006","question":"Why is approval certainty unclear for applicants with collections or charge-offs?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-007","question":"What product availability concerns did platforms raise?","section":"Where the AI Platforms Disagreed or Were Uncertain","section_id":"where-the-ai-platforms-disagreed-or-were-uncertain"},{"id":"question-008","question":"How does this card help build credit after collections or charge-offs?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-009","question":"What specific features support long-term credit rebuilding?","section":"Use-Case-Specific Features and Capabilities","section_id":"use-case-specific-features-and-capabilities"},{"id":"question-010","question":"What are the known costs of the Discover it Secured Credit Card?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-011","question":"What fees should buyers verify before applying?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-012","question":"How does the security deposit work?","section":"Pricing, Fees, Contracts, and Ongoing Costs","section_id":"pricing-fees-contracts-and-ongoing-costs"},{"id":"question-013","question":"What type of consumer should consider this card for credit building?","section":"Best Suited For","section_id":"best-suited-for"},{"id":"question-014","question":"What financial profile fits this product best?","section":"Best Suited For","section_id":"best-suited-for"},{"id":"question-015","question":"Who should avoid this card?","section":"Probably Not Best Suited For","section_id":"probably-not-best-suited-for"},{"id":"question-016","question":"What financial situations make this product a poor fit?","section":"Probably Not Best Suited For","section_id":"probably-not-best-suited-for"},{"id":"question-017","question":"What alternatives should buyers compare against this card?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"},{"id":"question-018","question":"When does another product make more sense?","section":"When Another Option May Be Better","section_id":"when-another-option-may-be-better"}],"ranking":{"candidates_evaluated":29,"qualified_finalists":8,"ranking_unit":"Credit-building product and provider"},"schema_version":4,"summary":"Discover Bank's secured credit card is a good fit for consumers rebuilding credit after collections or charge-offs, provided they can fund a refundable security deposit and commit to on-time payments. Three of seven platforms named Discover Bank during the ranking stage, with an average listed rank of 4.3 and a best rank of 1. The strongest reason to consider it: Discover reports payment activity to all three major credit bureaus, charges no annual fee, and offers cash-back rewards—an unusual combination for a secured card. The main limitation: approval is not guaranteed for applicants with…","target_buyer":"Consumers with collections or charge-offs who want accessible products that add new positive payment history while they rebuild damaged credit","topic":{"base_category":"Credit building & rebuilding","category_criteria":["Damaged-credit eligibility","credit bureau reporting","total cost","payment affordability","debt risk","product accessibility","long-term rebuilding value"],"geography":"United States","slug":"best-credit-building-products-after-collections-or-charge-offs","title":"Best Credit-Building Products After Collections or Charge-Offs","use_case":"Credit Building After Collections or Charge-Offs"}}