{"citations":{"source_mix":{"company_owned":15,"independent":7,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":16,"partial":6},"total_sources":22,"unique_domain_count":8},"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 Brand Visibility Tracking Tools","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Brand Visibility Tracking Tools","subject":"Siftly","unit":"rank","value":8},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Siftly","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":"Siftly","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":"Siftly","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Siftly","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Siftly","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":8,"name":"Siftly","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/brand-visibility-tracking/siftly.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/brand-visibility-tracking/siftly","report_type":"fit_review","study_id":"AIMCI-STUDY-30D5F0B4DE6A","title":"Siftly for AI Brand Visibility Tracking Tools: 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 06:46:11.263042+00","research_date":"2026-09-19","source_snapshot_sha256":"a68dddf4350606c44614f1e1a17f2ff75ccea219a6f3cbb7338a1d68e53be121","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":10,"ranking_unit":"Software tool or content optimization platform"},"schema_version":4,"summary":"Siftly is a good fit for U.S. brands that need recurring AI brand visibility tracking across major generative-answer platforms. Two of the seven platforms in this study named Siftly during the ranking stage, at an average listed rank of 4.5 and a best rank of 3. The strongest reason to consider it is its stated breadth: mentions, ranking position, sentiment, citations, competitor benchmarking, hallucination alerts, and share-of-voice reporting in one platform . The main limitation is evidence quality. Most capability claims come from Siftly's own pages, public pricing and engine coverage…","target_buyer":"Brands seeking AI Brand Visibility Tracking Tools across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Track mentions","recommendations","citations","prompt coverage","and changes in brand visibility over time"],"geography":"United States","slug":"best-ai-brand-visibility-tracking-tools","title":"Best AI Brand Visibility Tracking Tools","use_case":"AI Brand Visibility Tracking Tools"}}