{"citations":{"source_mix":{"company_owned":12,"independent":29,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":36,"partial":6},"total_sources":42,"unique_domain_count":33},"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":["anthropic","perplexity"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Platforms for Small Businesses","subject":"ZipTie","unit":"rank","value":7},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","perplexity"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"ZipTie","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","grok","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"ZipTie","unit":"platforms","value":3},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","perplexity"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"ZipTie","unit":"platforms","value":2},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"ZipTie","unit":"platforms","value":2}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":7,"name":"ZipTie","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/small-businesses/ziptie.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/small-businesses/ziptie","report_type":"fit_review","study_id":"AIMCI-STUDY-175A7836BE30","title":"ZipTie 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.","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 09:10:12.105699+00","research_date":"2026-09-19","source_snapshot_sha256":"e6c4604e80a36feee0c12b076b563fff9d1d4c385b64a0896d9f6ea6e12c4e0a","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":8,"ranking_unit":"Software platform or research platform"},"schema_version":4,"summary":"ZipTie is a mixed-to-good fit for a small business that wants affordable AI-search monitoring, competitor comparisons, and understandable reports, but only if the buyer verifies the exact current plan and price first. Two of seven platforms named ZipTie during ranking discovery, at an average listed rank of 6.0 and a best rank of 5. The strongest reason to consider it is a low entry price combined with real-browser monitoring and page-level content recommendations. The main limitation is that public pricing, plan naming, and engine coverage conflict across sources, and most supporting…","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"}}