{"buyer_scenarios":[{"fit":"best_suited","scenario":"Enterprise and mid-market brands needing a one-time baseline across major AI-search and generative-answer platforms ."},{"fit":"best_suited","scenario":"Marketing, SEO, content, communications, and executive teams that need a board-ready diagnostic and a short remediation roadmap (, -10)."},{"fit":"best_suited","scenario":"Companies with complex websites, structured-data issues, weak entity visibility, or uncertainty about why competitors are cited instead ."},{"fit":"best_suited","scenario":"Organizations with internal execution capacity that prefer recommendations over implementation (-11)."},{"fit":"not_best_suited","scenario":"Buyers requiring public pricing or a standardized self-service product ."},{"fit":"not_best_suited","scenario":"Companies seeking ongoing AI-visibility tracking, experimentation, or guaranteed citation-performance improvement (, -11)."},{"fit":"not_best_suited","scenario":"Organizations needing implementation at scale rather than diagnosis and prioritization (, -10)."},{"fit":"not_best_suited","scenario":"Cost-sensitive SMBs and startups, since pricing appears positioned toward mid-market and enterprise (-11, kimi:log-2)."}],"citations":{"source_mix":{"company_owned":3,"independent":17,"unclear":6},"sources_referenced_by_questions":0,"support_mix":{"direct":14,"partial":9},"total_sources":26,"unique_domain_count":23},"claims":[{"claim_id":"claim-001","confidence":"verified","observed_at":"2026-09-18","platform_support":["anthropic","deepseek","google","grok","kimi","openai","perplexity"],"predicate":"platforms_analyzed","qualifier":"valid included platform responses","subject":"Best GEO Audit Companies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","kimi"],"predicate":"final_consensus_rank","qualifier":"GEO Audit Companies","subject":"Logarithmic","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok","kimi"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Logarithmic","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-18","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Logarithmic","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-18","platform_support":["openai","anthropic","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"good","subject":"Logarithmic","unit":"platforms","value":5},{"claim_id":"claim-006","confidence":"verified","observed_at":"2026-09-18","platform_support":["deepseek"],"predicate":"fit_rating_count","qualifier":"uncertain","subject":"Logarithmic","unit":"platforms","value":1}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":6,"best_rank":4,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Logarithmic","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-search-audits-market-intelligence/geo-audit-companies/logarithmic.json","page_url":"https://aimarketingconsensusindex.com/ai-search-audits-market-intelligence/geo-audit-companies/logarithmic","report_type":"fit_review","study_id":"AIMCI-STUDY-54F201BCB311","title":"Logarithmic for GEO Audit Companies: 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":"2026-09-18 10:10:58.668948+00","research_date":"2026-09-18","source_snapshot_sha256":"eaed8d519e96a5eb399d64a5c4dc58241936a160703c16af42c492f00a8417d2","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":50,"qualified_finalists":10,"ranking_unit":"Audit company, audit service, or advisory provider"},"schema_version":4,"summary":"Logarithmic is a good fit for U.S. companies that want a one-time, executive-level GEO diagnostic rather than an ongoing monitoring platform. Two of seven platforms named Logarithmic during the ranking stage — grok and kimi — giving it a 28.6% share of included platform responses, an average listed rank of 6.0, and a best listed rank of 4. The strongest reason to consider it is the productized two-week GEO Audit: a vendor-neutral, 18-to-24-page diagnostic covering citability, brand authority, content E-E-A-T, technical GEO, schema, and platform readiness across five named AI surfaces, ending…","target_buyer":"Companies seeking GEO Audit Companies across AI search, generative-answer, and recommendation platforms","topic":{"base_category":"AI search audits and market intelligence","category_criteria":["First-party content","third-party authority","citation architecture","competitor visibility","source gaps","prompt opportunities","and practical GEO priorities"],"geography":"United States","slug":"best-geo-audit-companies","title":"Best GEO Audit Companies","use_case":"GEO Audit Companies"}}