{"buyer_scenarios":[{"fit":"best_suited","scenario":"Agencies tracking roughly 5–50 client brands with separate workspaces and consolidated billing under the Agency Partner program (-6, -18)."},{"fit":"best_suited","scenario":"Agencies with technical marketing teams comfortable configuring Looker Studio for branded report customization (-6, )."},{"fit":"best_suited","scenario":"Agencies primarily focused on monitoring and auditing rather than optimization and content execution (-4, -32)."},{"fit":"best_suited","scenario":"Teams needing GEO audits with crawlability scoring, structured data analysis, and page-level recommendations (-2, -3)."},{"fit":"not_best_suited","scenario":"Agencies requiring a fully white-labeled SaaS portal with the agency's domain, interface, login experience, and branding ."},{"fit":"not_best_suited","scenario":"Large agencies managing 100+ client accounts that need automated cross-client dashboards and unified reporting (-6)."},{"fit":"not_best_suited","scenario":"Agencies needing sentiment analysis as a primary workflow, since the feature is described as underdeveloped and is not listed as a standard plan feature (-1, -5)."},{"fit":"not_best_suited","scenario":"Teams requiring Claude, Gemini, or Google AI Mode without paying per-engine add-ons (-19, )."}],"citations":{"source_mix":{"company_owned":25,"independent":20,"unclear":0},"sources_referenced_by_questions":0,"support_mix":{"direct":35,"partial":10},"total_sources":45,"unique_domain_count":24},"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 White-Label AI Visibility Platforms for Agencies","unit":"platforms","value":7},{"claim_id":"claim-002","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek"],"predicate":"final_consensus_rank","qualifier":"White-Label AI Visibility Platforms for Agencies","subject":"Otterly AI","unit":"rank","value":9},{"claim_id":"claim-003","confidence":"verified","observed_at":"2026-09-19","platform_support":["anthropic","deepseek"],"predicate":"platform_mentions","qualifier":"out of 7","subject":"Otterly AI","unit":"platforms","value":2},{"claim_id":"claim-004","confidence":"verified","observed_at":"2026-09-19","platform_support":["grok"],"predicate":"fit_rating_count","qualifier":"strong","subject":"Otterly AI","unit":"platforms","value":1},{"claim_id":"claim-005","confidence":"verified","observed_at":"2026-09-19","platform_support":["openai","anthropic","deepseek","perplexity","kimi","google"],"predicate":"fit_rating_count","qualifier":"mixed","subject":"Otterly AI","unit":"platforms","value":6}],"content_scope":"aggregated facts, computed metrics, and retrieval summaries","entities":[{"average_rank":7,"best_rank":5,"entity_id":"entity-001","entity_type":"company","final_rank":9,"name":"Otterly AI","platform_mentions":2,"platform_share":0.2857142857142857}],"identity":{"dataset_url":"https://aimarketingconsensusindex.com/datasets/ai-visibility-llm-monitoring/white-label-agencies/otterly-ai.json","page_url":"https://aimarketingconsensusindex.com/ai-visibility-llm-monitoring/white-label-agencies/otterly-ai","report_type":"fit_review","study_id":"AIMCI-STUDY-81FE75B867AA","title":"Otterly AI for White-Label AI Visibility Platforms for 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":"2026-09-19 10:46:25.740256+00","research_date":"2026-09-19","source_snapshot_sha256":"76e7c9623fa9fbc295525a5bb758c6e0794bc4ca6d3375f324b4cd3754975e16","verification_scope":"public_verification"},"ranking":{"candidates_evaluated":45,"qualified_finalists":10,"ranking_unit":"Agency or consulting partner"},"schema_version":4,"summary":"Otterly AI is a mixed fit for agencies that need white-label AI visibility delivery. Two of seven platforms named it during ranking discovery, at an average listed rank of 7.0 and a best rank of 5. Its strongest reason to consider it is agency-grade monitoring depth: unlimited workspaces on Standard and above, competitor and citation tracking, GEO audits, and branded client reporting through Google Looker Studio. Its main limitation is that Otterly AI states it does not currently offer native white-labeling of its interface, branding, or URLs, so client-facing white-label delivery depends on…","target_buyer":"Agencies that need white-label AI search, audit, visibility, or reporting capabilities for client delivery","topic":{"base_category":"AI visibility and LLM monitoring platforms","category_criteria":["A platform with multi-client management","scalable prompt monitoring","competitor comparisons","citation and recommendation tracking","exportable reporting","and white-label or client-facing functionality"],"geography":"United States","slug":"best-white-label-ai-visibility-platforms-for-agencies","title":"Best White-Label AI Visibility Platforms for Agencies","use_case":"White-Label AI Visibility Platforms for Agencies"}}