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AI Consensus Fit Review

OtterlyAI AI SEO Tools With AI Visibility Tracking Fit Review

OtterlyAI is a good fit for marketing teams that need recurring AI-search visibility monitoring, competitor comparison, citation analysis, prompt research, and GEO-oriented content recommendations.

Research: 2026-09-197 usable platform responsesRead the methodology ↗

Answer Capsule

OtterlyAI is a good fit for marketing teams that need recurring AI-search visibility monitoring, competitor comparison, citation analysis, prompt research, and GEO-oriented content recommendations. Four of the seven platforms in this study named OtterlyAI during the ranking stage (google, grok, openai, perplexity), and six of seven rated it a good fit for this use case; kimi rated it uncertain because it found no direct source material. The strongest reason to consider it is prompt-level citation and competitor tracking across major AI engines with daily monitoring. The main limitation is that it is monitoring-first: it does not include a backlink index, traditional keyword rank tracking, or a content generation engine.

Research Snapshot

FieldValue
Platform mentions in ranking stage4 of 7 platforms
Share of included platform responses57.1%
Average listed rank4.25
Best listed rank2 (openai)
Relevant product/model/planOtterlyAI core platform; Standard plan for small and midsize marketing teams, Premium for larger prompt portfolios
Overall use-case fitGood (6 platforms); Uncertain (1 platform) — 7 platforms analyzed
Research date2026-09-19

Why OtterlyAI Qualified for This Study

Questions This Section Answers

  • Is OtterlyAI a good choice for AI SEO Tools With AI Visibility Tracking?
  • Why did multiple AI platforms include OtterlyAI in their AI visibility tracking recommendations?

OtterlyAI qualified because it directly addresses the buyer's stated requirement: content research and optimization combined with tracking of mentions, recommendations, citations, important prompts, competitors, and historical AI visibility. Four of the seven platforms named it during ranking discovery — google (rank 6), grok (rank 4), openai (rank 2), and perplexity (rank 5) — producing an average listed rank of 4.25 and a best rank of 2 [1].

The company positions itself as AI search visibility tracking software rather than a general SEO suite, which matches the buyer's requirement of AI-answer visibility [3]. Its analytics reportedly cover brand mentions, citations, sentiment, share of voice, competitors, prompt gaps, and website citations across listed AI engines [1].

Independent reviewers describe it as purpose-built for AI search visibility rather than bolted onto a legacy SEO platform [4]. One independent review calls it "the most accessible monitoring tool" in its comparison set [6], and another describes it as the best entry-level AI search monitoring tool with low self-serve pricing, fast setup, and clean data [7].

Qualification was not unanimous in substance. kimi rated the fit uncertain because it found no direct otterly.ai source material in its research and could only reference OtterlyAI through competitor comparison tables [8]. That is a research-coverage gap, not evidence of a product defect, but it is disclosed here because it affects confidence.

The Product, Model, Plan, or Service Most Relevant to AI SEO Tools With AI Visibility Tracking

Questions This Section Answers

  • Which OtterlyAI plan should a buyer choose for tracking 100 prompts across AI search engines?
  • Is the OtterlyAI Standard plan or Premium plan the better fit for a small marketing team?

The most relevant offering is the OtterlyAI core platform, with the Standard plan as the practical starting point for small and midsize marketing teams and Premium for larger prompt portfolios [10].

Standard is publicly listed at $189 per month (or $160 per month billed annually) with 100 prompts, four included engines, daily tracking, API/MCP access, and Agent Analytics [10]. Premium is listed at $489 per month (or $422 per month annually) with 400 prompts [11]. Lite starts at $29 per month with 15 prompts [13].

Independent reviewers converge on Standard as the first plan that feels practical for a working brand: 100 prompts, unlimited workspaces, API and Looker Studio access [14]. One review notes Standard adds API access, MCP access, unlimited workspaces, 5,000 GEO URL audits, and a Looker Studio connector [15]. Another describes the $189/month Standard plan as targeting growing agencies managing multiple clients for client reporting and AEO service delivery [16].

G2 reviewers report that all three paid plans — Lite, Standard, and Premium — share the same listed feature set including AI keyword research, prompt monitoring, weekly brand mentions, and brand sentiment tracking, with meaningful differences lying in prompt volume and capacity rather than feature access [17]. That is a directory-reported characterization and should be confirmed against the current pricing page.

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree OtterlyAI does well for AI visibility tracking?
  • Does OtterlyAI track citations and competitor visibility across ChatGPT, Perplexity, and Google AI Overviews?

Six of seven platforms rated OtterlyAI a good fit for this use case (openai, anthropic, google, grok, perplexity, deepseek); kimi rated it uncertain. The strongest agreement centered on monitoring breadth.

Citation and mention tracking. Platforms agreed that OtterlyAI tracks brand mentions and citations across ChatGPT, Perplexity, Google AI Overviews, and maps which third-party sources those models cite [19]. Citation reporting reportedly includes winners and losers, citation trends, cited URLs, and prompt-level drill-down [20]. One independent comparison states Otterly leads on query-based citation tracking with the most intuitive dashboard [21].

Prompt-level and competitor intelligence. Prompt monitoring reportedly includes brand coverage, sentiment, intent volume, mentions, domain citations, competitors, and detailed response-level analysis [22]. Prompt detail analysis reportedly provides competitor ranking, citation links, response details, and brand coverage over time [23]. Reports compare tracked brands and competitors by visibility, sentiment, rankings, citations, and prompt coverage [24].

Daily monitoring and historical trends. The platform reports daily monitoring across ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot in the listed plans, with Google AI Mode, Gemini, and Claude available as paid add-ons [25]. One independent review describes AI Search Analytics as allowing monitoring with trend lines instead of one-off screenshots [26]. OtterlyAI states that Brand Visibility Index users can replay time-lapse competitive movement over time [27].

Multi-country support. OtterlyAI states it supports 50+ countries and languages for region-specific monitoring [28] and shows market-by-market performance, revealing differences between U.S. visibility and invisibility in other markets [29]. One platform noted country support is listed as 50+ or 65+ depending on source, which is an unresolved discrepancy [30].

Reporting and integrations. Standard and Premium list API access, MCP access, Agent Analytics, unlimited team members, and reporting/export capabilities [25]. The pricing page also lists a Google Looker Studio connector for the paid plans [31]. OtterlyAI states that MCP, API, and Looker Studio allow teams to integrate the platform into existing workflows [32].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Where do AI platforms disagree about OtterlyAI's pricing and engine coverage?
  • Is OtterlyAI's content optimization depth sufficient compared with a broader SEO suite?

Pricing conflicts. The public pricing page displays different monthly and annual prices in separate sections and shows inconsistent Enterprise wording, including custom pricing and a $1,000-per-month starting reference [33]. One platform reported a separate conflicting Enterprise presentation with a $1,000-per-month starting point [34]. Another reported a pricing discrepancy in a third-party source claiming Starter at $99/month and Professional at $249/month, against official pricing of Lite $29, Standard $189, Premium $489 [35]. kimi reported conflicting entry points — $49–199/month from one competitor comparison and $29/month from another — and could not reconcile them [37]. deepseek could not verify pricing at all from the pages it checked [39].

Engine coverage and add-on costs. Only four AI engines are included in the listed Standard and Premium base plans; additional engines cost extra [34]. One platform reported that adding Google AI Mode, Gemini, and Claude raises total costs from $76 for Lite to $416 for Standard to $1,226 for Premium [40]. Another reported Gemini and Google AI Mode add-ons running $9 to $149/month each depending on plan [41]. One platform noted the exact add-on engine pricing is not uniformly detailed across sources and should be verified [42].

Content optimization depth. The company describes AI prompt research, content audits, crawlability and AI-readiness checks, predictive content scoring, content briefs, and GEO recommendations [34]. But the available evidence supports GEO-focused content guidance without establishing that the platform replaces a full traditional SEO content optimization suite [34]. Multiple independent reviewers describe optimization recommendations as limited or thin [43]. One states OtterlyAI is a monitoring tool that reveals where you are invisible but does not create optimized content [46]. Another describes it as more of a monitoring and diagnostics tool than a full content execution platform [47].

Historical data depth. Historical data applies to actively monitored prompts, and historical tracking does not carry over when a prompt is replaced [48]. One independent review lists shallow historical data as a weakness [43]. deepseek reported that the depth of historical visibility retention is unclear [49].

Crawler behavior. OtterlyAI tracks what AI platforms show in responses but cannot confirm whether AI crawlers actually visited a site [50]. Agent Analytics (AI crawler log analysis) is described as in closed early access in platform-authored content, with unclear general availability [51].

Product naming. kimi reported that "OtterlyAI," "Otterly / Athena," and "Otterly.ai" are used interchangeably in sources without clarification of whether these are the same or different products [37].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • Does OtterlyAI track important prompts, citations, and competitor share of voice for AI SEO?
  • Can OtterlyAI export AI visibility data through an API or Looker Studio for marketing reporting?

AI visibility coverage. The platform reports daily monitoring across ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot in the listed plans; Google AI Mode, Gemini, and Claude are available as paid add-ons [52]. Its analytics include brand mentions, sentiment, share of voice, ranking, citations, and competitor comparisons [53]. OtterlyAI states it tracks all seven major AI search engines — ChatGPT, Google AI Overviews, Google AI Mode, Gemini, Perplexity, Microsoft Copilot, and Claude [54]. Independent sources confirm daily monitoring across ChatGPT, Perplexity, and Google AI Overviews, with Gemini and AI Mode as paid add-ons [55]. It does not track Grok, Meta AI, or DeepSeek [55].

Prompt and recommendation tracking. Users can add prompts manually or generate them with the AI Prompt Research tool [56]. Prompt-level reporting includes brand coverage, mentions, sentiment, intent-volume estimates, domain citations, competitors, and engine-specific results [56]. The platform also identifies prompts where competitors appear and the tracked brand does not [56]. One independent review describes users running prompt sets on schedule, watching competitor share of voice, and prioritizing content fixes tied to citation gaps [57].

Citation and historical visibility analysis. OtterlyAI reports cited URLs, domain coverage, competitor domains, citation trends, prompt-level historical changes, and citation winners and losers [58]. Historical data applies to actively monitored prompts; historical tracking does not carry over when a prompt is replaced [59].

Content research and optimization. The company describes AI prompt research, content audits, crawlability and AI-readiness checks, predictive content scoring, content briefs, and GEO recommendations [52]. OtterlyAI states that crawlability, content audit, and recommendations are built-in, not sold separately [61]. One independent review describes the platform as combining prompt research, AI search analytics, content audits, and optimization recommendations [62]. However, the evidence does not establish that the platform replaces a full traditional SEO content optimization suite [52].

Competitor and recommendation intelligence. Reports compare tracked brands and competitors by visibility, sentiment, rankings, citations, and prompt coverage [53]. The platform also supports shopping analytics for products and retailers surfaced in AI shopping results [53].

Reporting and integrations. Standard and Premium list API access, MCP access, Agent Analytics, unlimited team members, and reporting/export capabilities [52]. The pricing page also lists a Google Looker Studio connector for the paid plans, although request and event quotas vary by displayed pricing section [63]. OtterlyAI states the Public API lets users programmatically access brand reports, prompts, citations, and workspace data [64].

Measurement limitations. AI engines do not provide the same query-level data as Google Search Console, so OtterlyAI's prompt research and intent-volume estimates are proxies rather than verified user-query volumes [59]. Visibility results are limited to prompts actively monitored and to the engines enabled in the account [59].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does OtterlyAI cost per month, and what do the Standard and Premium plans include?
  • Are there setup, add-on, or cancellation fees with an OtterlyAI subscription?

Public pricing shows three self-serve tiers plus Enterprise. Standard is displayed at $189 per month or $160 per month on annual billing, with 100 prompts, four included engines, daily tracking, API/MCP access, and Agent Analytics [65]. Premium is shown at $489 monthly or $422 annually with 400 prompts [65]. Lite starts at $29 per month with 15 prompts [67]. Enterprise is listed as custom pricing from $1,000+/month with SSO, dedicated CSM, and quarterly health checks [67].

Additional costs reported across platforms:

ItemReported cost
Extra 100 prompts (Standard/Premium)$99 monthly or $1,020 annually
Google AI Mode add-on$9–$149/month depending on plan
Gemini add-on$9–$149/month depending on plan
Claude add-on$29–$439/month depending on plan
Full engine coverage on PremiumReported total up to $1,226/month

Contract and cancellation terms are reported inconsistently. One platform reported month-to-month billing with no long-term contract required, upgrades or downgrades any time from the Billing tab, annual billing at roughly 15% discount, and a free 14-day trial with no credit card required [67]. Another reported monthly and annual payment options publicly shown, payment by credit card, and cancellation, refunds, renewal timing, data retention, and service-level terms unclear from reviewed public sources [65]. deepseek could not verify trial, cancellation, or refund terms at all [68]. One platform reported monthly contracts cancelable at any time with annual commitments paid upfront and a 14-day free trial [69].

Pricing confidence varies by platform: high for anthropic, grok, and google; moderate for openai and perplexity; low for deepseek and kimi [67].

Best Suited For

Questions This Section Answers

  • Who gets the most value from OtterlyAI for AI visibility tracking?
  • Is OtterlyAI a good fit for agencies managing multiple client brands?

OtterlyAI is best suited for small and midsize marketing teams tracking a defined portfolio of important AI-search prompts [73]. Teams measuring brand mentions, recommendations, citations, competitors, sentiment, and visibility trends are a direct match [74]. GEO programs that need prompt-level and URL-level citation gap analysis fit well [75]. Agencies or larger teams needing more prompts, API/MCP access, exports, and reporting are also served [73].

Independent sources add specificity. One review describes it as built for SEO leads, content teams, and brand marketers defending visibility as AI search replaces traditional SERPs [78]. Another positions it for mid-market brands (50–1,000 employees) and growing agencies that can pair OtterlyAI insights with independent optimization work or specialized partners [79]. One review describes Standard as targeting growing agencies managing multiple clients for client reporting and AEO service delivery [80]. Another notes unlimited team members on all plans and unlimited workspace management on Standard/Premium, enabling agencies to scale across client portfolios without per-client fees [81].

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose OtterlyAI for AI SEO Tools With AI Visibility Tracking?
  • Is OtterlyAI a poor fit for teams that need content generation or traditional SEO in one platform?

Teams requiring comprehensive traditional SEO keyword, backlink, rank-tracking, and content-production functionality in one product are not a good fit [82]. OtterlyAI states it does not include a backlink index, traditional keyword rank tracking, or a content generation engine [83]. One independent review notes the main gap is that Otterly stops at monitoring [84].

Buyers needing all supported AI engines included without paid add-ons should look elsewhere [82]. Organizations requiring highly customized prompt tracking, SSO, contractual terms, or enterprise support without negotiating an Enterprise plan are also not well served by self-serve tiers [82].

Independent sources add: solo marketers or very small teams with single-digit prompt needs may find the Lite plan's 15 prompts insufficient quickly [86]. Teams needing AI crawler log analysis face a limitation because Agent Analytics is in closed beta [87]. Buyers seeking a single platform that monitors AI visibility and creates optimized content automatically will not find that here [88].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to OtterlyAI for a buyer who needs 8+ AI engines or integrated content generation?
  • When should a buyer choose a broader SEO suite instead of OtterlyAI?

Choose a broader traditional SEO platform when the buyer needs keyword research, backlinks, technical SEO, rank tracking, and content workflows alongside AI visibility [90]. Semrush, Ahrefs, or Conductor Enterprise AIO offer full SEO suites, though with shallower AI depth [91].

Choose an enterprise-oriented vendor when the buyer needs custom prompt tracking, SSO, contractual terms, dedicated support, or negotiated data and API quotas [90]. Profound is described as delivering enterprise-grade depth at $499/month [92] and as the category leader for enterprise teams [93]. For enterprise teams requiring 8+ AI engines (Grok, Meta AI, DeepSeek) or integrated content generation agents, Profound offers broader platform coverage and built-in content agents [91].

Choose a lower-cost or narrower monitoring tool when the buyer only needs a small number of prompts and does not need citation analysis, API/MCP access, or multi-engine reporting [90]. For mid-market brands in highly competitive categories needing deep competitive intelligence and gap analysis, Peec AI (€89–€199/month) is described as excelling at competitor benchmarking [91].

Choose a different tool if Google AI Mode, Gemini, or deeper engine coverage must be included with no ambiguity about add-on costs [94]. Choose a platform with published full methodology for citation detection or broader platform support if that is a procurement requirement [95].

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with OtterlyAI about pricing and quotas before signing a contract?
  • How should a buyer verify OtterlyAI's engine coverage and data terms before purchase?

Which exact monthly or annual price, billing commitment, renewal process, and refund policy apply to the Standard or Premium plan [96]? Are Google AI Mode, Gemini, and Claude add-ons priced per account, workspace, prompt volume, or engine usage [96]? What are the exact prompt, workspace, API, MCP, Agent Analytics, GEO-audit, and Looker Studio quotas on the contracted plan [96]?

How are AI answers collected, localized, personalized, and sampled for U.S. markets [96]? How are recommendations, citations, rankings, sentiment, and intent-volume estimates calculated and audited [96]? Can historical data be retained when prompts are edited, duplicated, paused, or migrated between workspaces [97]?

What data export, retention, deletion, security, SSO, and access-control terms apply [96]? Does the content-audit workflow support the buyer's CMS, technical SEO stack, editorial process, and required content formats [96]? What happens when prompt volume exceeds Standard limits, including whether the account is automatically moved to Premium [96]?

Additional verification items reported by other platforms: confirm the current Standard and Premium prices and included prompt volumes [98]; confirm how far back historical AI-visibility data goes and at what granularity [99]; confirm whether a free trial exists and what cancellation and refund terms apply [98]; confirm which AI platforms are tracked and how frequently data is refreshed [99]; confirm whether U.S. data-residency, DPA, or security certifications are available [99]; confirm whether overage fees apply if prompt volume is exceeded [98]; confirm the exact additional monthly cost to add Gemini and Claude tracking to the Standard plan [100]; confirm whether link citation analysis covers real-time citations in Perplexity and ChatGPT and whether deep historical tracking charts are included in standard reports [100]; confirm whether multi-seat or workspace limits apply to standard client reporting dashboards [100]; confirm whether Standard includes every AI surface the team needs or whether Gemini, Google AI Mode, or other engines are add-ons [101]; confirm the exact prompt, audit, API, and MCP limits on Standard [101]; confirm whether annual billing is optional and what the exact cancellation policy is for monthly and annual plans [101]; confirm whether there are hidden usage fees, overages, or add-on charges for extra prompts or additional brands/workspaces [101]; confirm whether the platform exports data and historical visibility in a usable format [101]; confirm whether historical competitive movement is retained for the needed time window [101]; confirm what is included in the free trial and whether it requires a credit card [101].

Final AI Consensus Verdict

OtterlyAI is a good fit for AI SEO Tools With AI Visibility Tracking, with one platform expressing uncertainty. Six of seven platforms rated it good; kimi rated it uncertain because it found no direct source material. Four of seven platforms named it during ranking discovery, with an average listed rank of 4.25 and a best rank of 2.

The strongest reason to consider it is prompt-level citation and competitor tracking across major AI engines with daily monitoring, multi-country support, and GEO audit capabilities [102]. The main limitation is that it is monitoring-first: it does not include a backlink index, traditional keyword rank tracking, or a content generation engine [106], and multiple independent reviewers describe optimization recommendations as limited [107].

Buyers should confirm pricing inconsistencies, add-on costs, quota definitions, data terms, and whether the platform's content optimization depth is sufficient compared with a broader SEO suite [110]. The Standard plan is the most relevant starting point for a small or midsize U.S. marketing team, while Premium is more appropriate for larger prompt portfolios [110].

How This Review Was Produced

This review was produced from a structured multi-platform research run dated 2026-09-19. Seven AI platforms evaluated OtterlyAI for the use case "AI SEO Tools With AI Visibility Tracking": openai (gpt-5.6-luna), anthropic (claude-haiku-4-5-20251001), google (gemini-3.5-flash), grok (x-ai/grok-4.3), perplexity (perplexity/sonar), deepseek (deepseek-v4-flash), and kimi (moonshotai/kimi-k2.6). Six of seven had search enabled; deepseek had search disabled and its research date was 2026-02-14, earlier than the authoritative run date.

Each platform returned a fit rating, a direct answer, strengths, limitations, pricing and terms, questions to verify before buying, and citations. The ranking stage counted only platforms that named OtterlyAI during discovery. Fit ratings and findings are platform-reported and were not independently verified by the writer stage. Company-owned sources are labeled as owned; independent reviews, directories, and journalism are labeled as independent.

Methodology Limitations

Platform-reported research dates differ from the authoritative run date of 2026-09-19. deepseek's research date was 2026-02-14, and its search was disabled, so its findings are model-reported rather than retrieved. Platform-reported dates are provenance metadata and do not independently prove freshness.

All included platforms evaluated fit, but platform_mentions counts only platforms that named the entity during ranking discovery. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Citations are platform-reported evidence, not independently verified facts.

Conflicting product names, pricing, and capabilities were not resolved by guessing; conflicts are described and buyers are told what to verify. Most capability evidence is company-owned; independent evidence validating OtterlyAI's measurement accuracy or customer outcomes was not identified in the reviewed sources. kimi found no direct otterly.ai source material and relied on competitor comparison tables, which limits confidence in its assessment. No personal testing, customer experience, or guaranteed performance is claimed.

Explore more ai seo content optimization guidance in the category directory.

Sources

Company-Owned Sources

  • What are the plans and the pricing of OtterlyAI?: https://help.otterly.ai/pricing-of-otterlyai
  • What insights can I get from a prompt detail analysis?: https://help.otterly.ai/prompt-detail-analysis
  • How to find relevant prompts for your brand?: https://help.otterly.ai/relevant-prompts
  • How does Prompt Monitoring with OtterlyAI work?: https://help.otterly.ai/search-prompt-monitoring
  • AI Search Monitoring Tool: Track ChatGPT, Perplexity & Google AIO: https://otterly.ai/
  • Best AI Search Monitoring Tool for Agencies: OtterlyAI Tracks 6 Platforms | OtterlyAI: https://otterly.ai/agencies-ai-search-monitoring
  • AI Visibility Checker – Track Citations in ChatGPT & More - Otterly.AI: https://otterly.ai/ai-visibility-checker
  • AI Search Brand Visibility: How to Track and Replay Your Brand's Performance: https://otterly.ai/blog/ai-search-brand-visibility/
  • AI Search Citations: How to Track, Compare & Win Them: https://otterly.ai/blog/ai-search-citations-tracking-update/
  • Best AI Search Monitoring Tools (2026): Track Brand Visibility Across AI Search Engines: https://otterly.ai/blog/best-ai-search-monitoring-and-llm-monitoring-solutions/
  • Enterprise AI Search Visibility Tool | OtterlyAI Platform: https://otterly.ai/enterprise-ai-search-visibility-tool
  • AI Search Monitoring Tool Features | OtterlyAI Platform: https://otterly.ai/features
  • AI Search Analytics: Track Mentions & Citations: https://otterly.ai/features/ai-search-analytics
  • OtterlyAI Pricing - Transparent & Simple: https://otterly.ai/pricing/
  • AI Search Pricing Calculator for OtterlyAI: https://otterly.ai/pricingcalc/
  • Official pricing and terms source: https://otterly.ai/terms
  • Additional AI research evidence112 records
    1. AI research evidence record openai:c1
    2. AI research evidence record openai:c2
    3. AI research evidence record deepseek:c1
    4. AI research evidence record anthropic:1-1
    5. AI research evidence record anthropic:1-3
    6. AI research evidence record anthropic:39-2
    7. AI research evidence record anthropic:36-5
    8. AI research evidence record kimi:optiseo-1
    9. AI research evidence record kimi:allable-1
    10. AI research evidence record openai:c2
    11. AI research evidence record anthropic:10-2
    12. AI research evidence record grok:1
    13. AI research evidence record anthropic:10-1
    14. AI research evidence record anthropic:17-6
    15. AI research evidence record anthropic:18-7
    16. AI research evidence record anthropic:11-1
    17. AI research evidence record anthropic:11-2
    18. AI research evidence record anthropic:11-3
    19. AI research evidence record anthropic:1-1
    20. AI research evidence record openai:c6
    21. AI research evidence record anthropic:44-5
    22. AI research evidence record openai:c3
    23. AI research evidence record openai:c4
    24. AI research evidence record openai:c1
    25. AI research evidence record openai:c2
    26. AI research evidence record anthropic:26-10
    27. AI research evidence record perplexity:c13
    28. AI research evidence record anthropic:2-11
    29. AI research evidence record anthropic:2-13
    30. AI research evidence record grok:2
    31. AI research evidence record openai:c7
    32. AI research evidence record anthropic:24-13
    33. AI research evidence record openai:c7
    34. AI research evidence record openai:c2
    35. AI research evidence record anthropic:10-1
    36. AI research evidence record anthropic:10-2
    37. AI research evidence record kimi:optiseo-1
    38. AI research evidence record kimi:allable-1
    39. AI research evidence record deepseek:c2
    40. AI research evidence record anthropic:13-6
    41. AI research evidence record anthropic:16-20
    42. AI research evidence record grok:2
    43. AI research evidence record anthropic:29-2
    44. AI research evidence record anthropic:33-1
    45. AI research evidence record anthropic:43-9
    46. AI research evidence record anthropic:27-4
    47. AI research evidence record anthropic:31-9
    48. AI research evidence record openai:c5
    49. AI research evidence record deepseek:c1
    50. AI research evidence record anthropic:30-1
    51. AI research evidence record anthropic:24-12
    52. AI research evidence record openai:c2
    53. AI research evidence record openai:c1
    54. AI research evidence record anthropic:2-10
    55. AI research evidence record anthropic:38-5
    56. AI research evidence record openai:c3
    57. AI research evidence record anthropic:1-4
    58. AI research evidence record openai:c4
    59. AI research evidence record openai:c5
    60. AI research evidence record openai:c6
    61. AI research evidence record anthropic:24-12
    62. AI research evidence record anthropic:26-3
    63. AI research evidence record openai:c7
    64. AI research evidence record anthropic:21-6
    65. AI research evidence record openai:c2
    66. AI research evidence record anthropic:10-2
    67. AI research evidence record anthropic:10-1
    68. AI research evidence record deepseek:c2
    69. AI research evidence record google:1.2.1
    70. AI research evidence record grok:1
    71. AI research evidence record perplexity:c1
    72. AI research evidence record kimi:optiseo-1
    73. AI research evidence record openai:c2
    74. AI research evidence record openai:c1
    75. AI research evidence record openai:c4
    76. AI research evidence record openai:c6
    77. AI research evidence record openai:c7
    78. AI research evidence record anthropic:1-3
    79. AI research evidence record anthropic:10-1
    80. AI research evidence record anthropic:11-1
    81. AI research evidence record anthropic:19-1
    82. AI research evidence record openai:c2
    83. AI research evidence record anthropic:24-15
    84. AI research evidence record anthropic:33-1
    85. AI research evidence record anthropic:16-20
    86. AI research evidence record anthropic:10-1
    87. AI research evidence record anthropic:24-12
    88. AI research evidence record anthropic:27-4
    89. AI research evidence record anthropic:31-9
    90. AI research evidence record openai:c2
    91. AI research evidence record anthropic:10-1
    92. AI research evidence record anthropic:38-1
    93. AI research evidence record anthropic:40-1
    94. AI research evidence record perplexity:c1
    95. AI research evidence record grok:1
    96. AI research evidence record openai:c2
    97. AI research evidence record openai:c5
    98. AI research evidence record deepseek:c2
    99. AI research evidence record deepseek:c1
    100. AI research evidence record google:1.2.1
    101. AI research evidence record perplexity:c1
    102. AI research evidence record openai:c1
    103. AI research evidence record openai:c3
    104. AI research evidence record anthropic:2-11
    105. AI research evidence record anthropic:2-13
    106. AI research evidence record anthropic:24-15
    107. AI research evidence record anthropic:29-2
    108. AI research evidence record anthropic:33-1
    109. AI research evidence record anthropic:43-9
    110. AI research evidence record openai:c2
    111. AI research evidence record openai:c7
    112. AI research evidence record anthropic:10-2

Independent Sources

Verify this research

Review the study details behind this page or download the public machine-readable verification record.

Study date
September 19, 2026
Platforms analyzed
7
Source records
56
Ranking mentions
4 of 7
Platform share
57%
Final consensus rank
#5

Research trail and source mix

Configured platforms

openai, anthropic, deepseek, grok, perplexity, kimi, google

Source mix

36 independent · 20 company-owned

Evidence support

44 direct · 12 partial

Important limitation

Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.

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