{"citations":{"source_mix":{"company_owned":21,"independent":6,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":23,"partial":5},"total_sources":29,"unique_domain_count":17},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI SEO Tools With AI Visibility Tracking","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI SEO Tools With AI Visibility Tracking","subject":"Surfer SEO","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Surfer SEO","unit":"platforms","value":3},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Surfer SEO","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","deepseek","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Surfer SEO","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Surfer SEO","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"Surfer SEO","platform_mentions":3,"platform_share":0.42857142857142855}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-seo-content-optimization/ai-visibility-tracking/surfer-seo.json","page_url":"https://aimarketingconsensusindex.com/ai-seo-content-optimization/ai-visibility-tracking/surfer-seo","report_type":"fit_review","study_id":"AIMCI-STUDY-82D938098A47","title":"Surfer SEO for AI SEO Tools With AI Visibility Tracking: 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":"2026-09-19 04:07:42.665614+00","research_date":"2026-09-19","source_snapshot_sha256":"5631a2d78d61e461094ff409949b2fc7bd021bb8cf3feb52d06ca0a3ee2d061d","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":28,"qualified_finalists":10,"ranking_unit":"Software tool or content optimization platform"},"schema_version":4,"summary":"Surfer SEO is a good fit for marketing teams that want AI visibility tracking and content optimization in one workflow. Three of seven platforms named Surfer SEO during the ranking stage, a 42.9% share of included platform responses, with an average listed rank of 6.0 and a best rank of 4. Its strongest reason to consider it is the combination of prompt-level AI visibility tracking across ChatGPT, Perplexity, Google AI experiences, and Gemini with Surfer's content research and optimization platform. The main limitation is coverage: Surfer states it does not currently track brand visibility…","target_buyer":"Marketing team seeking AI SEO Tools With AI Visibility Tracking across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI SEO and content optimization tools","category_criteria":["Content research and optimization along with tracking of mentions","recommendations","citations","important prompts","competitors","and historical AI visibility"],"geography":"United States","slug":"best-ai-seo-tools-with-ai-visibility-tracking","title":"Best AI SEO Tools With AI Visibility Tracking","use_case":"AI SEO Tools With AI Visibility Tracking"}}