{"citations":{"source_mix":{"company_owned":27,"independent":25,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":46,"partial":5},"total_sources":52,"unique_domain_count":30},"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 AEO Content Optimization Tools","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["kimi","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AEO Content Optimization Tools","subject":"Otterly","unit":"rank","value":10},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["kimi","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Otterly","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Otterly","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Otterly","unit":"platforms","value":3},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Otterly","unit":"platforms","value":2},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-18","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Otterly","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":8,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":10,"name":"Otterly","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-seo-content-optimization/aeo-content-optimization/otterly.json","page_url":"https://aimarketingconsensusindex.com/ai-seo-content-optimization/aeo-content-optimization/otterly","report_type":"fit_review","study_id":"AIMCI-STUDY-B5F4D1B9A204","title":"Otterly for AEO Content Optimization 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.","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":"2026-09-18 19:24:28.621593+00","research_date":"2026-09-18","source_snapshot_sha256":"df157e4c2bd6c741facf292c360ef70c2cef040fffe66e382e865793dcaa1457","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":27,"qualified_finalists":10,"ranking_unit":"Software tool or content optimization platform"},"schema_version":4,"summary":"Otterly is a good fit for companies that need to identify relevant questions, monitor competing AI answers, and diagnose content gaps for Answer Engine Optimization — but it is not a complete AEO content optimization platform. Three of seven platforms named Otterly during the ranking stage (openai, perplexity, kimi), with an average listed rank of 8.0 and a best rank of 5. Its strongest asset is multi-engine AI visibility monitoring plus GEO audits and citation-gap analysis at an accessible entry price. The main limitation is that Otterly diagnoses problems rather than fixing them: it does…","target_buyer":"Companies seeking AEO Content Optimization Tools across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI SEO and content optimization tools","category_criteria":["Software that can identify relevant questions","analyze competing answers","improve content structure and completeness","and support Answer Engine Optimization; identify relevant questions","analyze competing answers","improve content structure and completeness","and support Answer Engine Optimization"],"geography":"United States","slug":"best-aeo-content-optimization-tools","title":"Best AEO Content Optimization Tools","use_case":"AEO Content Optimization Tools"}}