{"citations":{"source_mix":{"company_owned":16,"independent":4,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":2},"total_sources":20,"unique_domain_count":10},"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 Search Intelligence Platforms for Private Equity and Investors","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Search Intelligence Platforms for Private Equity and Investors","subject":"Aiso","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Aiso","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Aiso","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Aiso","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic"],"predicate":"fit_rating_count","qualifier":"weak","subject":"Aiso","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Aiso","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":4.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"Aiso","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/private-equity-investors/aiso.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/private-equity-investors/aiso","report_type":"fit_review","study_id":"AIMCI-STUDY-5F171CC0769C","title":"Aiso for AI Search Intelligence Platforms for Private Equity and Investors: 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 17:23:05.655379+00","research_date":"2026-09-18","source_snapshot_sha256":"240f47e58541944fe948b874a9c45126f9f87649f5b42e284f189ab64e0213af","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":40,"qualified_finalists":9,"ranking_unit":"Research platform, intelligence provider, or advisory solution"},"schema_version":4,"summary":"Aiso is a mixed fit for private equity and investor diligence teams. Two of seven platforms named Aiso during the ranking stage, and the seven fit evaluations split sharply: two rated it a good fit, two mixed, two uncertain, and one weak. The strongest reason to consider it is its panel-based, real-conversation visibility data — brand and competitor mention rates, average position, sentiment, cited domains, and URL-level source analysis with date, week, and month dimensions. The main limitation is that the \"Aiso for Investors\" product is not clearly documented as a separately priced or…","target_buyer":"Private equity firms, investors, and diligence teams assessing recommendation share, category visibility, and market positioning","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["Comparative recommendation visibility","citation visibility","category authority","source concentration","historical movement","competitor benchmarking","and evidence of which brands appear to be gaining or losing AI discovery"],"geography":"United States","slug":"best-ai-search-intelligence-platforms-for-private-equity-and-investors","title":"Best AI Search Intelligence Platforms for Private Equity and Investors","use_case":"AI Search Intelligence Platforms for Private Equity and Investors"}}