{"citations":{"source_mix":{"company_owned":26,"independent":20,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":43,"partial":3},"total_sources":46,"unique_domain_count":30},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-17","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best AI Search Optimization Agencies Overall","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-17","platform_support":["google","grok"],"predicate":"final_consensus_rank","qualifier":"AI Search Optimization Agencies","subject":"NoGood","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-17","platform_support":["google","grok"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"NoGood","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-17","platform_support":["grok","google"],"predicate":"fit_rating_count","qualifier":"strong","subject":"NoGood","unit":"platforms","value":2},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-17","platform_support":["openai","anthropic","deepseek","perplexity"],"predicate":"fit_rating_count","qualifier":"good","subject":"NoGood","unit":"platforms","value":4},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-17","platform_support":["kimi"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"NoGood","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":5,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"NoGood","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-geo-agencies/ai-search-optimization/nogood.json","page_url":"https://aimarketingconsensusindex.com/ai-search-geo-agencies/ai-search-optimization/nogood","report_type":"fit_review","study_id":"AIMCI-STUDY-9388C1B7C2E7","title":"NoGood for AI Search Optimization Agencies: 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":"2026-09-17 22:21:22.448607+00","research_date":"2026-09-17","source_snapshot_sha256":"5cddb5fdbda2a4c28efdf91692e9fbe0f86960967d61c4c70d6707fbd49f0ae1","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":41,"qualified_finalists":10,"ranking_unit":"Agency or consulting partner"},"schema_version":4,"summary":"NoGood is a good fit for companies hiring an AI search optimization agency, with meaningful qualifications. Two of seven platforms named NoGood during the ranking stage — Google and Grok, both at rank 5 — giving it a 28.6% share of included platform responses and an average listed rank of 5.0. Its strongest asset is a dedicated Answer Engine Optimization (AEO) service paired with the Goodie AI visibility platform, covering strategy, content optimization, technical AEO, and multi-platform measurement. The main limitation is transparency: managed-service pricing, contract terms, and the exact…","target_buyer":"Companies seeking AI Search Optimization Agencies across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI search and GEO agencies","category_criteria":["Meaningful expertise in AI search strategy","GEO/AEO","competitive analysis","citation architecture","source and authority strategy","content optimization","and measurement of AI visibility"],"geography":"United States","slug":"best-ai-search-optimization-agencies-overall","title":"Best AI Search Optimization Agencies Overall","use_case":"AI Search Optimization Agencies"}}