{"citations":{"source_mix":{"company_owned":23,"independent":8,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":17,"partial":10},"total_sources":31,"unique_domain_count":15},"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 Small Businesses","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["google","grok"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Small Businesses","subject":"HubSpot AEO","unit":"rank","value":6},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["google","grok"],"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":["google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"HubSpot AEO","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":"HubSpot AEO","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"HubSpot AEO","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":3,"entity_id":"entity-001","entity_type":"company","final_rank":6,"name":"HubSpot AEO","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/small-businesses/hubspot-aeo.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/small-businesses/hubspot-aeo","report_type":"fit_review","study_id":"AIMCI-STUDY-7A02D0AA9A4D","title":"HubSpot AEO for AI Visibility Platforms for Small Businesses: 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 09:12:55.478692+00","research_date":"2026-09-19","source_snapshot_sha256":"046dd0d9d33fd5e4c870447dea4aaff8935b6fe6adc86801cbbcb48649685d19","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":8,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"HubSpot AEO is a good fit for a small U.S. business that wants affordable, understandable AI-search monitoring without a large SEO team. Two of the seven platforms in this study named HubSpot AEO during the ranking stage — Google (rank 7) and Grok (rank 3) — giving it an average listed rank of 5.0 and a best listed rank of 3. The strongest reason to consider it is a standalone plan listed at $50/month ($45/month annually) covering 25 daily prompts across ChatGPT, Gemini, and Perplexity, with competitor share-of-voice, citation analysis, and prioritized recommendations. The main limitation is…","target_buyer":"Small businesses that need affordable, practical AI search or content optimization support without a large SEO team","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Straightforward tracking","useful competitor comparisons","understandable reports","and reasonable pricing"],"geography":"United States","slug":"best-ai-visibility-platforms-for-small-businesses","title":"Best AI Visibility Platforms for Small Businesses","use_case":"AI Visibility Platforms for Small Businesses"}}