{"buyer_scenarios":[{"fit":"best_suited","scenario":"Teams tracking purchase-intent recommendations and competitor inclusion across ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews (, anthropic:citation-1)."},{"fit":"best_suited","scenario":"Teams needing a distinction between simple brand mentions, recognition, and actual recommendations (, anthropic:citation-2, )."},{"fit":"best_suited","scenario":"Teams wanting recurring prompt monitoring, recommendation trends, competitor benchmarking, and surfaced source or citation URLs (, , anthropic:citation-9)."},{"fit":"best_suited","scenario":"E-commerce brands tracking product visibility and SaaS companies measuring whether AI recommends their software on category questions (anthropic:citation-4, anthropic:citation-18)."},{"fit":"not_best_suited","scenario":"Comprehensive engine coverage. Buyers needing every emerging AI engine, including engines not listed by friction AI, are not well served; one response notes Grok and DeepSeek are not covered (kimi:f1, )."},{"fit":"not_best_suited","scenario":"Independently validated methodology. Buyers requiring third-party verification of recommendation classifications or reported outcomes will not find it in the reviewed sources (, anthropic:citation-2, )."},{"fit":"not_best_suited","scenario":"Enterprise procurement documentation. Buyers requiring independently verifiable SOC 2 or comparable compliance documentation, SSO, audit trails, contractual SLAs, or formal data-processing terms should not assume these…"},{"fit":"not_best_suited","scenario":"Extensive prompt libraries. Organizations requiring 200+ daily prompts or enterprise prompt libraries are directed toward alternatives by multiple responses (anthropic:citation-18, anthropic:citation-22)."}],"citations":{"source_mix":{"company_owned":24,"independent":3,"unclear":2},"sources_referenced_by_questions":0,"support_mix":{"direct":18,"partial":10},"total_sources":29,"unique_domain_count":10},"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 Recommendation Tracking","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Recommendation Tracking","subject":"friction AI","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"friction AI","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"friction AI","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic"],"predicate":"fit_rating_count","qualifier":"good","subject":"friction AI","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"friction AI","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":1,"best_rank":1,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"friction AI","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/recommendation-tracking/friction-ai.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/recommendation-tracking/friction-ai","report_type":"fit_review","study_id":"AIMCI-STUDY-D90C07929F3B","title":"friction AI for AI Visibility Platforms for Recommendation 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 11:45:28.936212+00","research_date":"2026-09-19","source_snapshot_sha256":"98fc9e53e3f85353a54db20dff0d2d15d962f54ec6845cd23df917dc1dbe6618","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":39,"qualified_finalists":10,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"friction AI is a good fit for U.S. marketing teams whose primary metric is how often AI systems actively recommend their brand on purchase-intent prompts. Two of the seven included platforms named friction AI during the ranking stage (grok, kimi), and both listed it at rank 1, giving it an average listed rank of 1.0. The strongest reason to consider it is explicit recommendation-versus-mention positioning: the company states it separates mentions, recognition, and recommendations and measures recommendation rate on shopping prompts (, anthropic:citation-2). The main limitation is evidence…","target_buyer":"Company or marketing team seeking AI Visibility Platforms for Recommendation Tracking","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Distinguish recommendations from simple mentions or citations","measure recommendation coverage and position","benchmark competitors","and track changes over time"],"geography":"United States","slug":"best-ai-visibility-platforms-for-recommendation-tracking","title":"Best AI Visibility Platforms for Recommendation Tracking","use_case":"AI Visibility Platforms for Recommendation Tracking"}}