{"buyer_scenarios":[{"fit":"best_suited","scenario":"Marketing, SEO, PR, and GEO teams that need recurring monitoring rather than a one-time manual audit"},{"fit":"best_suited","scenario":"Brands and agencies monitoring which domains and sources AI assistants cite for their category"},{"fit":"best_suited","scenario":"Teams comparing a company's cited domains and URLs with competitor citation coverage"},{"fit":"best_suited","scenario":"Mid-market companies and SMEs needing daily citation tracking across major AI engines without custom infrastructure"},{"fit":"not_best_suited","scenario":"Buyers requiring comprehensive coverage of every AI assistant, model, shopping surface, or recommendation environment"},{"fit":"not_best_suited","scenario":"Organizations requiring independently validated measurement methodology, audited accuracy, or broad third-party benchmark evidence"},{"fit":"not_best_suited","scenario":"High-volume enterprise programs where custom prompt limits, integrations, compliance terms, or data-retention commitments must be contractually guaranteed"},{"fit":"not_best_suited","scenario":"Enterprises requiring verified SOC 2 or ISO attestations and negotiated contracts"}],"citations":{"source_mix":{"company_owned":25,"independent":7,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":8},"total_sources":32,"unique_domain_count":15},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Visibility Platforms for Citation Architecture Analysis","unit":"platforms","value":6},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","grok","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Citation Architecture Analysis","subject":"OtterlyAI","unit":"rank","value":3},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","grok","perplexity"],"predicate":"platform_mentions","qualifier":"out of 6","subject":"OtterlyAI","unit":"platforms","value":4},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"OtterlyAI","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"OtterlyAI","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"OtterlyAI","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5.25,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":3,"name":"OtterlyAI","platform_mentions":4,"platform_share":0.6666666666666666}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/citation-architecture/otterlyai.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/citation-architecture/otterlyai","report_type":"fit_review","study_id":"AIMCI-STUDY-BC6CA83E396C","title":"OtterlyAI for AI Visibility Platforms for Citation Architecture Analysis: 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":6,"maximum_finalists":10,"minimum_mentions":2,"name":"AI Marketing Consensus Index cross-platform AI consensus analysis","platforms_included":["anthropic","deepseek","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 12:32:53.584612+00","research_date":"2026-09-19","source_snapshot_sha256":"021f3c49e5a4992b86040b352a86b7a9db7bd1bd06017fd5b1fa3fa0d0154a61","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":37,"qualified_finalists":7,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"OtterlyAI is a good-to-strong fit for citation architecture analysis when the buyer's priority is recurring visibility into which domains and URLs AI search systems cite, which cited pages mention competitors, and how citation coverage changes over time. Four of six included platforms named OtterlyAI during ranking discovery, at an average listed rank of 5.25 and a best rank of 3. The strongest reason to consider it is direct domain- and URL-level citation tracking with competitor-aware citation reporting across major AI engines . The main limitation is that the reviewed evidence is…","target_buyer":"Companies seeking AI Visibility Platforms for Citation Architecture Analysis across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Which first-party and third-party sources AI systems rely upon","which domains appear repeatedly","which sources support competitor recommendations","where the company's authority gaps exist","and how that source ecosystem changes over time"],"geography":"United States","slug":"best-ai-visibility-platforms-for-citation-architecture-analysis","title":"Best AI Visibility Platforms for Citation Architecture Analysis","use_case":"AI Visibility Platforms for Citation Architecture Analysis"}}