{"citations":{"source_mix":{"company_owned":22,"independent":5,"unclear":1},"sources_referenced_by_questions":0,"support_mix":{"direct":22,"partial":5},"total_sources":28,"unique_domain_count":7},"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 Citation Architecture and Recommendation Intelligence","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"final_consensus_rank","qualifier":"AI Visibility Solutions for Citation Architecture and Recommendation Intelligence","subject":"Viali","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Viali","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Viali","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","grok","perplexity","kimi"],"predicate":"fit_rating_count","qualifier":"good","subject":"Viali","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-19","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Viali","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":3,"best_rank":2,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Viali","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/citation-recommendation-intelligence/viali.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/citation-recommendation-intelligence/viali","report_type":"fit_review","study_id":"AIMCI-STUDY-3825FB335D28","title":"Viali for AI Visibility Solutions for Citation Architecture and Recommendation Intelligence: 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 15:15:04.145948+00","research_date":"2026-09-19","source_snapshot_sha256":"affa0d2ec4ddb2e62569ce842b2b93b7172d9d6a598a391bf159bc292bab7632","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":31,"qualified_finalists":10,"ranking_unit":"Software, service, or advisory solution provider"},"schema_version":4,"summary":"Viali is a good fit for buyers who need multi-engine recommendation tracking, citation intelligence, source mapping, and competitor citation-gap analysis in one platform, with verification required before purchase. Two of seven platforms named Viali during the ranking stage (deepseek and kimi), a 28.6% share of included platform responses, at an average listed rank of 3.0 and a best listed rank of 2. The strongest reason to consider it is its combined Citations Intelligence and Visibility Tracker workflow spanning six AI engines with recurring scans and fix verification . The main limitation…","target_buyer":"Companies seeking AI Visibility Solutions for Citation Architecture and Recommendation Intelligence across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["Recommendation tracking","citation intelligence","source mapping","citation architecture analysis","competitor benchmarking","prompt-level research","historical measurement","and strategic interpretation of the findings"],"geography":"United States","slug":"best-ai-visibility-solutions-for-citation-architecture-and-recommendation-intelligence","title":"Best AI Visibility Solutions for Citation Architecture and Recommendation Intelligence","use_case":"AI Visibility Solutions for Citation Architecture and Recommendation Intelligence"}}