{"citations":{"source_mix":{"company_owned":19,"independent":24,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":33,"partial":10},"total_sources":43,"unique_domain_count":27},"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 GEO Content Optimization Tools","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","grok","openai"],"predicate":"final_consensus_rank","qualifier":"GEO Content Optimization Tools","subject":"OtterlyAI","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","grok","openai"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"OtterlyAI","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","anthropic","grok","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"OtterlyAI","unit":"platforms","value":5},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"OtterlyAI","unit":"platforms","value":1},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","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":4.333333333333333,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"OtterlyAI","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-seo-content-optimization/geo-content-optimization/otterlyai.json","page_url":"https://aimarketingconsensusindex.com/ai-seo-content-optimization/geo-content-optimization/otterlyai","report_type":"fit_review","study_id":"AIMCI-STUDY-CE83CFEE35D8","title":"OtterlyAI for GEO 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 19:12:27.01604+00","research_date":"2026-09-18","source_snapshot_sha256":"0f072943dc9d54627ad3490989198bf93192886947f02dae849832ffa52d7c7b","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":33,"qualified_finalists":10,"ranking_unit":"Software tool or content optimization platform"},"schema_version":4,"summary":"OtterlyAI is a good fit for GEO content optimization when the buyer's primary need is measuring AI search visibility, tracking brand mentions and citations, and diagnosing content gaps across ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot. Three of seven platforms named OtterlyAI during the ranking stage (anthropic, grok, openai), a 42.9% share, with an average listed rank of 4.33 and a best rank of 3. The strongest reason to consider it is its combination of prompt research, citation-level tracking, and GEO audits at a low entry price. The main limitation is that public…","target_buyer":"Companies seeking GEO Content Optimization Tools across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI SEO and content optimization tools","category_criteria":["Understand what information","entities","sources","structure","and authority signals may help its pages become more useful to AI systems and more likely to be cited","surfaced","or recommended"],"geography":"United States","slug":"best-geo-content-optimization-tools","title":"Best GEO Content Optimization Tools","use_case":"GEO Content Optimization Tools"}}