{"citations":{"source_mix":{"company_owned":28,"independent":18,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":27,"partial":1},"total_sources":46,"unique_domain_count":29},"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 Solutions for Understanding Why Competitors Get Recommended","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Solutions for Understanding Why Competitors Get Recommended","subject":"HubSpot AEO","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"HubSpot AEO","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","perplexity","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"HubSpot AEO","unit":"platforms","value":4},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","grok"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"HubSpot AEO","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"HubSpot AEO","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6.5,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"HubSpot AEO","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/why-competitors-get-recommended/hubspot-aeo.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/why-competitors-get-recommended/hubspot-aeo","report_type":"fit_review","study_id":"AIMCI-STUDY-5A9F8E6EAB44","title":"HubSpot AEO for AI Visibility Solutions for Understanding Why Competitors Get Recommended: 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 14:49:56.743042+00","research_date":"2026-09-19","source_snapshot_sha256":"25dacb4e9d0f129fb8ba4330598515e70109925f38c642ec9d00c3dc639999b9","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":41,"qualified_finalists":10,"ranking_unit":"Software, service, or advisory solution provider"},"schema_version":4,"summary":"HubSpot AEO is a good fit for teams that need practical competitor benchmarking, prompt-level visibility, citation analysis, and prioritized recommendations across ChatGPT, Gemini, and Perplexity. Two of seven platforms named it during the ranking stage (openai, perplexity), placing it at an average listed rank of 6.5 and a best rank of 4. The strongest reason to consider it is that it directly measures competitor share of voice, shows the prompts where competitors win, and maps the citations and source types behind AI answers at a $50/month standalone entry point. The main limitation is…","target_buyer":"Company or marketing team seeking AI Visibility Solutions for Understanding Why Competitors Get Recommended","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["A solution that can measure recommendation gaps","identify the prompts where competitors win","analyze the citations and source architecture surrounding those answers","benchmark competitors historically","and help identify actionable reasons for the difference"],"geography":"United States","slug":"best-ai-visibility-solutions-for-understanding-why-competitors-get-recommended","title":"Best AI Visibility Solutions for Understanding Why Competitors Get Recommended","use_case":"AI Visibility Solutions for Understanding Why Competitors Get Recommended"}}