{"citations":{"source_mix":{"company_owned":16,"independent":3,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":1},"total_sources":19,"unique_domain_count":11},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-17","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best Citation Architecture Agencies for AI Search","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-17","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"Citation Architecture Agencies for AI Search","subject":"Unseat.ai","unit":"rank","value":5},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-17","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Unseat.ai","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-17","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Unseat.ai","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-17","platform_support":["anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Unseat.ai","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-17","platform_support":["openai"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Unseat.ai","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-17","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Unseat.ai","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":2.5,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":5,"name":"Unseat.ai","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-geo-agencies/citation-architecture/unseat-ai.json","page_url":"https://aimarketingconsensusindex.com/ai-search-geo-agencies/citation-architecture/unseat-ai","report_type":"fit_review","study_id":"AIMCI-STUDY-8BFCAEDAFC1A","title":"Unseat.ai for Citation Architecture Agencies for AI Search: 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":"2026-09-17 23:48:29.207537+00","research_date":"2026-09-17","source_snapshot_sha256":"5accef156cad0a2fa20e7c7251d004c4b2a882d76d604c7e568923cbe45c1f01","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":38,"qualified_finalists":8,"ranking_unit":"Agency or consulting partner"},"schema_version":4,"summary":"Unseat.ai is a mixed-to-good fit for citation architecture agencies, but not a clean one. Two of seven platforms named it during ranking discovery — DeepSeek (rank 3) and Kimi (rank 2) — giving it a 28.6% share of included platform responses and an average listed rank of 2.5. The strongest reason to consider it is that its Citation Engineering platform combines AI recommendation tracking, buyer-question gap analysis, competitive monitoring, and automated publishing in one subscription, with month-to-month terms and client retention of published assets. The main limitation is that it is built…","target_buyer":"Companies seeking Citation Architecture Agencies for AI Search across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI search and GEO agencies","category_criteria":["Citation architecture: identifying which sources influence AI answers","mapping citation pathways","finding authority gaps","improving source coverage","strengthening third-party corroboration","and measuring whether those changes affect AI citations and recommendations"],"geography":"United States","slug":"best-citation-architecture-agencies-for-ai-search","title":"Best Citation Architecture Agencies for AI Search","use_case":"Citation Architecture Agencies for AI Search"}}