{"citations":{"source_mix":{"company_owned":17,"independent":8,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":12,"partial":5},"total_sources":26,"unique_domain_count":23},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Market Intelligence Platforms for Product Positioning","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Market Intelligence Platforms for Product Positioning","subject":"Visor","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Visor","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"good","subject":"Visor","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Visor","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","kimi","google"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Visor","unit":"platforms","value":3}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Visor","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/product-positioning/visor.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/product-positioning/visor","report_type":"fit_review","study_id":"AIMCI-STUDY-C7BAC34F3028","title":"Visor for AI Market Intelligence Platforms for Product Positioning: 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.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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":"2026-09-18 17:11:31.386764+00","research_date":"2026-09-18","source_snapshot_sha256":"bdc42885253d570f5747e8289452c74ab5d3bce7567f179aa0f7a2eeb8e38001","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":34,"qualified_finalists":10,"ranking_unit":"Research platform, intelligence provider, or advisory solution"},"schema_version":4,"summary":"Visor is a mixed-to-uncertain fit for AI Market Intelligence Platforms for Product Positioning. Only 2 of 7 platforms named Visor during the ranking stage (deepseek and kimi), giving it a 28.6% share of included platform responses, an average listed rank of 4.0, and a best listed rank of 3. The strongest reason to consider it is its pay-per-audit LLM audit that queries GPT, Gemini, and Claude about how they describe a product's features, integrations, and competitors . The main limitation is that Visor audits feature-level AI awareness rather than category narrative, buyer-intent, or…","target_buyer":"Product and marketing teams refining positioning around how AI systems describe their category","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["Know which attributes AI platforms associate with each company","which use cases drive recommendations","what sources influence those descriptions","where competitors dominate","and which positioning gaps may exist"],"geography":"United States","slug":"best-ai-market-intelligence-platforms-for-product-positioning","title":"Best AI Market Intelligence Platforms for Product Positioning","use_case":"AI Market Intelligence Platforms for Product Positioning"}}