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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},{"average_rank":5.2,"best_rank":2,"entity_id":"entity-002","entity_type":"company","final_rank":2,"name":"Scrunch","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":5.4,"best_rank":3,"entity_id":"entity-003","entity_type":"company","final_rank":3,"name":"Semrush","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":5.8,"best_rank":5,"entity_id":"entity-004","entity_type":"company","final_rank":4,"name":"OtterlyAI","platform_mentions":5,"platform_share":0.7142857142857143},{"average_rank":4.25,"best_rank":2,"entity_id":"entity-005","entity_type":"company","final_rank":5,"name":"Peec 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Platforms for Historical Trend Tracking: 7-Platform AI Consensus Index"},"limitations":["Exactly 7 platforms were included in this run: openai, anthropic, deepseek, grok, perplexity, kimi, google. The configured source value 7 is provenance only and must never be described as the number of platforms studied.","The finalrankingtable is the sole authority for rank, platform mentions, platform share, average rank, and best rank. Ignore any conflicting value embedded in a entity evidence bundle.","The Consensus Ranking table must contain exactly one row per finalrankingtable entity, in that order, using that exact entityname. Never split one ranked entity into two product, model, SKU, or product-line rows, and never add another ranking row for a brand already listed. Put recommended products or plans inside that entity's ranked section.","Platform mentions count only ranking-discovery mentions. Do not substitute the number of platforms that later completed a fit assessment.","Citation IDs inside each entity bundle are local to that entity. Consolidate sources by URL using the supplied source catalog.","The URLs were collected from platform responses and were not independently validated by either writer stage.","Each fitreviewurlorplaceholder is the final site-relative CMS path for that entity's review. Link the entity name to that exact path exactly once in its ranked prose section, outside tables and headings. Never replace it with a run ID, report ID, UUID, or local output path.","Use the exact entity-namespaced citation IDs from the source catalog (e.g. e1:); never transfer a citation between entities."],"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 14:12:20.029986+00","research_date":"2026-09-19","source_snapshot_sha256":"23703a8fc64ff696064c59b7d60ca7cf87eed75403a55f46a8bacde041fd82b5","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":35,"qualified_finalists":8,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"Profound is the consensus leader for historical trend tracking in AI visibility, named by 6 of 7 platforms (85.7%) at an average listed position of 1.5. Scrunch, Semrush, and OtterlyAI follow as the strongest alternatives for distinct buyer needs: Scrunch for citation-level date-range analysis, Semrush for teams already inside an SEO suite, and OtterlyAI for prospective daily prompt monitoring with transparent self-serve pricing. This study covered 7 platforms (openai, anthropic, deepseek, grok, perplexity, kimi, google), which named 35 unique entities; 8 qualified by being named by at least…","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"}}