{"citations":{"source_mix":{"company_owned":41,"independent":3,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":39,"partial":5},"total_sources":44,"unique_domain_count":11},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Visibility Platforms for Citation Tracking","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Citation Tracking","subject":"Topify","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Topify","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Topify","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Topify","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Topify","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Topify","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/citation-tracking/topify.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/citation-tracking/topify","report_type":"fit_review","study_id":"AIMCI-STUDY-1B10934F391A","title":"Topify for AI Visibility Platforms for Citation Tracking: AI Consensus Fit 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.","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":"AI Marketing 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":"2026-09-19 12:05:45.55254+00","research_date":"2026-09-19","source_snapshot_sha256":"a94f332f77a7ceec991ae6cb78a3f90bde043f3798bd44eb7274cb93e621132d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":9,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Topify is a good fit for a US company that needs cross-platform AI citation tracking, source-level URL analysis, and competitor citation benchmarking in one managed SaaS dashboard. Two of the seven platforms in this study named Topify during the ranking stage — 28.6% of included platform responses — at an average listed rank of 6.0 and a best listed rank of 2. The strongest reason to consider it is that citation-source tracking is a core, publicly documented product function rather than a bolted-on SEO feature. The main limitation is that nearly all supporting evidence is company-owned:…","target_buyer":"Companies seeking AI Visibility Platforms for Citation Tracking across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Citation-frequency tracking","source-level analysis","platform comparisons","competitor citation benchmarking","historical trends","and the ability to connect citations with the prompts and answers in which they appear"],"geography":"United States","slug":"best-ai-visibility-platforms-for-citation-tracking","title":"Best AI Visibility Platforms for Citation Tracking","use_case":"AI Visibility Platforms for Citation Tracking"}}