{"buyer_scenarios":[{"fit":"best_suited","scenario":"Enterprise marketing, SEO, and content teams monitoring large prompt portfolios over time ."},{"fit":"best_suited","scenario":"Companies needing trend decomposition, seasonal pattern detection, and anomaly analysis with platform-level breakdowns (-3)."},{"fit":"best_suited","scenario":"Fortune 500 brands tracking dozens of competitors across multiple AI platforms with budget for $399–$5,000+ monthly costs (-3, -10)."},{"fit":"best_suited","scenario":"Organizations needing enterprise security and governance features for procurement (-3)."},{"fit":"not_best_suited","scenario":"SMB buyers requiring transparent self-serve pricing or a low-cost trial ."},{"fit":"not_best_suited","scenario":"Teams requiring publicly documented historical retention, reproducible sampling, or independently audited measurement ."},{"fit":"not_best_suited","scenario":"Buyers needing guaranteed preservation of every prior answer snapshot without overwriting or aggregation ."},{"fit":"not_best_suited","scenario":"Growth-stage and mid-market teams unable to commit to a $399/month minimum or a multi-month procurement cycle (-1)."}],"citations":{"source_mix":{"company_owned":13,"independent":25,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":25,"partial":13},"total_sources":39,"unique_domain_count":27},"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 Visibility Platforms for Historical Trend Tracking","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","google","grok","openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Historical Trend Tracking","subject":"Profound","unit":"rank","value":1},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek","google","grok","openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Profound","unit":"platforms","value":6},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Profound","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","grok","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"Profound","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Profound","unit":"platforms","value":1},{"claim_id":"claim-007","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Profound","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1.5,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":1,"name":"Profound","platform_mentions":6,"platform_share":0.8571428571428571}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/historical-trend-tracking/profound.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/historical-trend-tracking/profound","report_type":"fit_review","study_id":"AIMCI-STUDY-6F612E0269EC","title":"Profound for AI Visibility Platforms for Historical Trend 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.","Platform-reported research dates differ from the authoritative run date; disclose this as a methodology limitation.","The deterministic identity audit contains qualification notes that must be disclosed where relevant.","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 14:01:00.404383+00","research_date":"2026-09-19","source_snapshot_sha256":"eb17c5eac99a98b5ba91d32f3ac41f0a4cca6848b3d27f54fa670778cd931e18","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":8,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Profound is a good fit for enterprise buyers that need month-over-month AI visibility tracking, but it is not a fully verified strong fit for archival-grade historical trend tracking. Six of seven platforms named Profound during the ranking stage, and it finished first overall with an average listed rank of 1.5. Its strongest advantage is daily prompt-level collection across multiple answer engines, with one independent source reporting 18 months of retained history. The main limitation is that retention duration, snapshot immutability, sampling methodology, and plan-specific pricing are not…","target_buyer":"Companies seeking AI Visibility Platforms for Historical Trend Tracking across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Historical recommendation data","citation trends","competitor movement","prompt-level changes","platform differences","and reliable snapshots that are not overwritten by newer results"],"geography":"United States","slug":"best-ai-visibility-platforms-for-historical-trend-tracking","title":"Best AI Visibility Platforms for Historical Trend Tracking","use_case":"AI Visibility Platforms for Historical Trend Tracking"}}