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AI Consensus Fit Review

Omniscient Digital AI Search Optimization Agencies Overall Fit Review

Omniscient Digital is a good fit for established B2B SaaS and technology companies that want GEO/AEO folded into an integrated SEO, content, digital PR, and pipeline-measurement program.

Research: 2026-09-177 usable platform responsesRead the methodology ↗

Answer Capsule

Omniscient Digital is a good fit for established B2B SaaS and technology companies that want GEO/AEO folded into an integrated SEO, content, digital PR, and pipeline-measurement program. Three of seven platforms named it during the ranking stage (anthropic, grok, perplexity), a 43% share, at an average listed rank of 5.3 and a best rank of 3. The strongest reason to consider it is a documented, integrated organic-growth model with company-reported AI-citation results and a $10,000-per-month full-service floor. The main limitation is that GEO is one of nine service pillars rather than the core offer, and most capability evidence is company-published rather than independently verified.

Research Snapshot

FieldFinding
Platform mentions in ranking stage3 of 7 platforms (anthropic, grok, perplexity)
Share of included platform responses42.9%
Average listed rank5.33
Best listed rank3 (grok)
Relevant product/model/planB2B content strategy with GEO and organic growth program; B2B SaaS GEO/AEO and content programs; organic growth program with integrated AEO
Overall use-case fitGood, with moderate purchase confidence pending verification
Research date2026-09-17

Why Omniscient Digital Qualified for This Study

Questions This Section Answers

  • Is Omniscient Digital a good choice for AI Search Optimization Agencies?
  • How many AI platforms recommended Omniscient Digital for AI search optimization work?

Omniscient Digital qualified because three of the seven platforms in this study named it during ranking discovery, and all seven platforms that evaluated fit returned a "good" rating except kimi, which returned "uncertain." The agency describes itself as an organic growth agency for B2B software companies that turns SEO, GEO, and content into growth channels [1]. It began officially working on AI search in late 2023, according to founder commentary [3].

Independent roundups also placed it. SearchBloom ranked it among the best AI SEO companies in 2026 on criteria including AI Overviews and answer-engine visibility, LLM citations, technical foundation, content and entity authority, and documented results [4]. PikaSEO grouped it with Skale and Siege Media as owning a distinct B2B SaaS content angle [6]. GrowPad listed it in a 2026 GEO, AEO, and AI search agency ranking [7].

The qualification is not unanimous. Kimi reported that no verified information about Omniscient Digital's GEO/AEO services, pricing, or capabilities surfaced in its search results, and could not access the company site [8]. That is a research-access failure, not evidence of absence, but it is a real gap in the public record.

The Product, Model, Plan, or Service Most Relevant to AI Search Optimization Agencies

Questions This Section Answers

  • Which Omniscient Digital program should a buyer choose if they need GEO/AEO integrated with SEO and content?
  • Does Omniscient Digital sell a standalone GEO/AEO service for B2B SaaS companies?

The relevant offer is the B2B SaaS organic growth program with GEO/AEO integrated into content, SEO, digital PR, and links, not a standalone GEO product. Omniscient's published AEO description references LLM visibility audits, entity and citation engineering, AI-source content, attribution modeling, AEO measurement, experimentation, and digital PR [9]. Its GEO service is described as built for teams that want measurement and execution handled together inside a broader revenue-driven SEO strategy [11].

Google's platform response summarized the GEO methodology as three principles: generating product source-worthy content such as original research and proprietary data, optimizing brand and author entities, and performing citation engineering to secure authoritative backlinks [12]. Grok described a three-prong model: be the source, be included in the source, and shape the narrative [13].

The structural caveat is consistent across independent reviews. Resonate Labs found GEO is one of nine service items alongside SEO, programmatic SEO, technical SEO, CRO, link building, digital PR, content, and analytics, making an engagement a broad organic-growth program in which AI search is one component [15]. DerivateX described GEO as an integrated layer of the same organic growth motion rather than a separate service track [19].

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree Omniscient Digital does well for AI search optimization?
  • Is Omniscient Digital's GEO work integrated with content and digital PR rather than sold separately?

Platforms converged on four points. First, B2B SaaS specialization: the agency focuses on B2B software and SaaS brands, with clients including SAP, Adobe, TikTok, Asana, Loom, Jasper, and Order [20]. Second, integration: GEO execution is tied to content production and digital PR rather than isolated [21]. Third, authority and citation strategy: public materials emphasize backlinks, digital PR, entity strategy, and earning coverage in sources AI systems cite [22]. Fourth, pipeline orientation: reporting is framed around qualified leads, pipeline, and revenue rather than traffic alone [26].

A shared factual anchor is the citation-source mix. Omniscient's own analysis states earned media accounts for 48% of citations while owned brand content accounts for 23%, and that finding shapes how effort is allocated across owned content, earned mentions, and entity-clarity signals [28]. The agency also cites an analysis of 23,000+ AI citations informing its approach [30].

Platform agreement here reflects consistent public positioning, not verified performance. Most of these claims trace to company-published material.

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • How certain are AI platforms about Omniscient Digital's AI visibility measurement methodology?
  • Does Omniscient Digital publish AI-answer visibility results separately from organic search results?

The sharpest disagreement is about measurement. Anthropic reported that Omniscient's methodology includes a novel reporting and attribution framework, voice-of-customer calibrated prompts, and ongoing owned and earned content experiments [31], and that it pairs visibility diagnostics with self-reported attribution, branded search trends, bot crawls, and direct/AI-referral sessions in GA4 [32]. Resonate Labs countered that published KPIs and case studies center organic search, signups, pipeline, and revenue rather than AI-answer visibility, and that AI-engine visibility is not what the public proof is built on [35].

Tooling is also contested. Grok and Perplexity both reported that AI visibility tracking runs on the third-party Peec AI tool rather than a proprietary platform [38]. Google's response stated the agency relies on third-party tools such as Peec AI or Brand Radar instead of a custom-built in-house platform [41]. Omniscient's own buyer guide lists Peec AI among leading GEO tools [42].

Contract terms conflict. A six-month minimum engagement is listed explicitly on the Peec AI agency directory [44]. Founder Alex Birkett stated that no public evidence supports a claimed 12-month contract requirement and that the claim appears fabricated, while noting the agency often has multi-year engagements [46]. DeepSeek found no public contract length, notice period, or cancellation terms at all [49].

Pricing transparency varies by platform. Grok and Google reported high pricing confidence around the $10,000-per-month floor [50]. Perplexity and DeepSeek reported low confidence, with DeepSeek finding no standardized public pricing and treating all specific figures as unverified [52]. Kimi found pricing completely unverified [54].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • Which AI search optimization capabilities does Omniscient Digital actually deliver for B2B SaaS buyers?
  • Does Omniscient Digital handle citation architecture and source authority strategy, or only content production?

Capability evidence maps unevenly to the seven criteria in this study's category definition.

CriterionEvidence strengthWhat the record shows
AI search strategyAdvantageGEO/AEO positioned as part of an integrated organic-growth system
GEO/AEOAdvantageLLM visibility audits, entity and citation engineering, AEO measurement, experimentation
Competitive analysisAdvantageEngagement process begins with research into product, competitors, industry, website, and business model
Citation architectureAdvantageCompetitor citation analysis, entity and citation engineering, citation-rate monitoring across models
Source and authority strategyAdvantageDigital PR and earning brand mentions in cited sources; 48% earned-media citation finding
Content optimizationAdvantageOmniscientX research methodology; high-velocity expert-led content across formats
Measurement of AI visibilityNeutral to unclearDescribed frameworks exist, but exact analytics stack, cadence, and platform coverage are not fully public

Platform coverage is the weakest documented area. Company material references ChatGPT, Perplexity, and Google AI Overviews, but the exact current platform coverage, geographic settings, model versions, prompt sets, and reporting frequency are not publicly specified [55]. Kimi found no verified information on which AI platforms the agency optimizes for [56].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does Omniscient Digital cost per month, and are there setup or cancellation fees?
  • What is the minimum contract term for an Omniscient Digital GEO engagement?

The official website states that full-service engagements start at $10,000 per month [57]. That is a starting price, not a confirmed price for a GEO/AEO-specific scope, and public materials do not disclose a standard package, project minimum, or total annual cost [57].

Additional figures appear in platform responses but carry lower confidence. Anthropic reported setup and strategy/onboarding projects around $3,000, an hourly rate range of $100–$149 per hour from Clutch data, and a minimum project size of $5,000+ [60]. Google reported ongoing written programs starting around $8,000 per month, multimedia thought leadership programs around $12,000 per month, and one-off thought leadership strategy projects around $3,000 [62]. These figures were not confirmed against the official site and should be treated as platform-reported.

Contract terms are unresolved. A six-month minimum is listed on a third-party directory [63]. Grok reported a recommended minimum six-month engagement on a monthly retainer model with no hourly billing [59]. DeepSeek and Perplexity both found no publicly verified contract length, renewal, notice, or cancellation terms [65]. The official terms page addresses website use, liability limits, and arbitration rather than agency engagement terms (official:C2).

Additional fees are unclear across platforms. It is not publicly documented whether digital PR, link acquisition, content production, technical implementation, analytics setup, research, or third-party tools are billed separately [57].

Best Suited For

Questions This Section Answers

  • Who gets the most value from Omniscient Digital as an AI search optimization agency?
  • Is Omniscient Digital worth it for a funded B2B SaaS company with a 6–12 month horizon?

Omniscient Digital is best suited for funded B2B SaaS and technology companies with a defined ICP, product-market fit, and a strategic horizon of six to twelve months or longer [68]. Buyers who want AI-search visibility integrated with SEO, content, digital PR, and authority-building rather than a narrow monitoring service fit the model [69]. Companies that measure organic and AI-search programs against qualified leads, pipeline, or revenue rather than rankings or traffic alone are the intended audience [69].

Mid-market to enterprise B2B SaaS brands seeking one strategic partner across the full organic surface also match the described engagement [71]. The agency's own positioning states it is not a fit for low-cost execution, guaranteed or immediate results, companies without positioning or product-market fit, or buyers seeking one agency to handle all marketing channels [73].

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose Omniscient Digital for AI Search Optimization Agencies?
  • Is Omniscient Digital a poor fit for buyers who need GEO as a standalone service?

Buyers whose immediate priority is rapid AI citation growth with specialized GEO methodology and real-time measurement are a weaker fit [74]. GEO-native competitors typically offer faster citation tracking cycles, higher AI visibility measurement granularity, and methodology built from the ground up for LLM retrieval rather than adapted from Google-era SEO [76].

Early-stage or bootstrapped companies with budgets under $10,000 per month are excluded by the pricing floor [77]. Teams requiring month-to-month flexibility or sprint engagements under six months face a stated minimum term [79]. Organizations needing GEO as a standalone service outside a broader organic growth strategy will be buying a nine-service program where AI search is one pillar [81].

B2C, ecommerce, local, or non-B2B-software companies are outside the stated vertical focus unless Omniscient confirms relevant experience [83]. Buyers needing one agency to run paid media, social, email, or broad full-service marketing should look elsewhere [83].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to Omniscient Digital for a buyer who needs rapid AI citation growth?
  • When should a buyer choose a GEO-native agency over Omniscient Digital?

Choose a lower-cost specialist when the primary need is standalone AI-citation outreach or monitoring rather than an integrated organic-growth program [85]. Choose a broader performance-marketing agency when paid media, CRO, RevOps, social, or demand generation must be managed under one contract [85]. Choose a technical-content specialist when the buyer primarily needs developer documentation, engineering-led content, or high-volume production [85].

Choose a GEO-native agency when AI citation coverage is the immediate priority and pipeline attribution is needed inside 90 days [86]. Choose a provider with a publicly documented independent measurement platform when standardized cross-model tracking and auditable reporting matter more than integrated strategy and execution [85].

Platform responses named specific alternatives, but these are platform-reported and not independently validated in this study. Anthropic referenced Discovered Labs, MEMETIK, iPullRank, and NoGood as different-fit options depending on whether the priority is rapid citation growth, technical rigor, or startup growth-marketing [86]. Kimi referenced Rankite, UPLIFY, FORKOFF, Clear Cited, and Foundgrove for transparent pricing, multi-engine audits, or share-of-model dashboards [89]. Grok referenced AEO Engine and GrowPad for AEO-native platforms with published pricing [90]. Buyers should verify any alternative independently.

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with Omniscient Digital before signing a GEO contract?
  • How should a buyer verify Omniscient Digital's AI visibility measurement before purchase?

The platform responses produced a consistent verification list. Buyers should confirm the exact GEO/AEO deliverables included in the proposed scope and which are optional, and how hours are allocated between GEO and other organic services within the $10,000-per-month base retainer [92].

Measurement questions matter most. Buyers should ask which AI platforms, models, locales, prompts, and competitors will be monitored; how citation share, answer inclusion, visibility, sentiment, and AI-referred conversions are defined and measured; what baseline, reporting cadence, dashboards, and attribution model will be used; and whether engine-specific AI visibility measurement is included in all engagements or sold as an add-on [92].

Execution and staffing questions follow. Buyers should confirm whether Omniscient performs technical implementation, content publishing, digital PR, and link acquisition or only provides recommendations; who will staff the account and how much senior involvement is included; and what client-side resources are required [92].

Commercial terms need direct confirmation. Buyers should ask about minimum term, renewal, cancellation, pause, and termination provisions, and whether media placement, freelance production, software, data, or partner costs are additional [92]. Finally, buyers should request independently verifiable references for comparable B2B SaaS GEO/AEO engagements and ask how the program adapts when AI-platform interfaces, citations, or answer-generation behavior changes [92].

Final AI Consensus Verdict

Omniscient Digital earns a good fit rating for AI Search Optimization Agencies, with moderate purchase confidence. Six of seven platforms rated it good; kimi rated it uncertain because it could not verify the company's GEO/AEO services from available search results [99]. Three of seven platforms named it during ranking discovery at an average rank of 5.3.

The case for buying rests on integrated SEO, GEO/AEO, content, digital PR, and pipeline measurement in one engagement, a B2B SaaS specialization, and company-reported AI-citation results including an 81% LLM visibility increase and 140% AI citation increase for Convert in 60 days [100]. The case against rests on GEO being one of nine service pillars, published proof centering organic search and pipeline rather than AI-answer visibility, a $10,000-per-month floor, a stated six-month minimum, and reliance on third-party tools for AI visibility tracking [103].

Buyers should treat most capability and outcome claims as company-reported until they verify the measurement framework, exact deliverables, team, platform coverage, and contract terms directly.

How This Review Was Produced

This review synthesizes fit-research responses from seven AI platforms: 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). Each platform was asked which AI search optimization agencies it would recommend overall and why, then evaluated Omniscient Digital's fit for that use case.

Ranking statistics reflect only platforms that named the entity during ranking discovery. Fit ratings reflect all platforms that returned a fit assessment. Citations are platform-reported evidence, not independently verified facts. The authoritative research date for this study is 2026-09-17.

Methodology Limitations

Platform-reported research dates differ from the authoritative run date. DeepSeek's response is dated 2026-01-15, roughly eight months earlier than the 2026-09-17 run date, and its findings may not reflect current conditions [108]. DeepSeek also ran with search disabled, so its claims are model-reported rather than retrieved.

Most capability evidence is self-published by Omniscient Digital or appears in its own comparison content, and should be treated as company-reported rather than independent validation [109]. Reported client improvements are not independently verified in the reviewed sources, and causal attribution to Omniscient's work is unclear [111].

Pricing, contract terms, deliverables, AI platforms monitored, prompt methodology, attribution model, staffing, and implementation responsibility are not fully public and conflict across platforms [109]. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Platform agreement on positioning does not prove product quality.

Explore more ai search geo agencies guidance in the category directory.

Sources

Company-Owned Sources

  • Organic Growth Agency for B2B Software Companies: https://beomniscient.com/
  • Omniscient Digital — GEO / AI search content: https://beomniscient.com/blog/
  • Best AEO Agency for B2B SaaS: 6 That Prove Their Worth: https://beomniscient.com/blog/aeo-agency/
  • AI visibility is not a performance metric - Omniscient Digital: https://beomniscient.com/blog/ai-visibility-is-not-a-performance-metric/
  • 5 Best AI Visibility Tools to Track Brand Presence in LLMs - Omniscient Digital: https://beomniscient.com/blog/ai-visibility-tool/
  • Top 10 Generative Engine Optimization Tools: A Buyer's Guide: https://beomniscient.com/blog/generative-engine-optimization-tools/
  • Kitchen Side: Generative Engine Optimization: https://beomniscient.com/blog/generative-engine-optimization/
  • The 8 Best GEO Agencies for B2B SaaS Brands in 2026: https://beomniscient.com/blog/geo-agencies/
  • Convert Grows LLM Visibility 81% and AI Citations 140% in 60 days: https://beomniscient.com/case-studies/convert/
  • Omniscient Digital Reviews: What Our Clients Say: https://beomniscient.com/case-studies/reviews/
  • Why Work with Omniscient Digital: https://beomniscient.com/why-us/
  • Official pricing and terms source: https://beomniscient.com/terms-conditions/
  • Additional AI research evidence115 records
    1. AI research evidence record anthropic:2-2
    2. AI research evidence record openai:c1
    3. AI research evidence record anthropic:23-10
    4. AI research evidence record anthropic:1-3
    5. AI research evidence record anthropic:1-4
    6. AI research evidence record anthropic:8-13
    7. AI research evidence record grok:7
    8. AI research evidence record kimi:search_no_omniscient
    9. AI research evidence record openai:c2
    10. AI research evidence record perplexity:1
    11. AI research evidence record anthropic:21-1
    12. AI research evidence record google:cit_1
    13. AI research evidence record grok:2
    14. AI research evidence record grok:7
    15. AI research evidence record anthropic:34-13
    16. AI research evidence record anthropic:34-14
    17. AI research evidence record anthropic:45-14
    18. AI research evidence record anthropic:45-15
    19. AI research evidence record anthropic:43-2
    20. AI research evidence record anthropic:10-6
    21. AI research evidence record anthropic:43-7
    22. AI research evidence record openai:c2
    23. AI research evidence record anthropic:19-3
    24. AI research evidence record anthropic:19-4
    25. AI research evidence record anthropic:19-5
    26. AI research evidence record openai:c1
    27. AI research evidence record google:cit_6
    28. AI research evidence record anthropic:21-5
    29. AI research evidence record anthropic:43-1
    30. AI research evidence record anthropic:38-1
    31. AI research evidence record anthropic:39-2
    32. AI research evidence record anthropic:37-3
    33. AI research evidence record anthropic:37-4
    34. AI research evidence record anthropic:37-5
    35. AI research evidence record anthropic:45-4
    36. AI research evidence record anthropic:45-6
    37. AI research evidence record anthropic:45-7
    38. AI research evidence record grok:1
    39. AI research evidence record perplexity:10
    40. AI research evidence record perplexity:3
    41. AI research evidence record google:cit_4
    42. AI research evidence record google:cit_5
    43. AI research evidence record anthropic:21-1
    44. AI research evidence record anthropic:30-1
    45. AI research evidence record anthropic:30-12
    46. AI research evidence record anthropic:39-7
    47. AI research evidence record anthropic:39-8
    48. AI research evidence record anthropic:39-9
    49. AI research evidence record deepseek:od-clutch
    50. AI research evidence record grok:0
    51. AI research evidence record google:cit_6
    52. AI research evidence record perplexity:1
    53. AI research evidence record deepseek:od-home
    54. AI research evidence record kimi:search_no_omniscient
    55. AI research evidence record openai:c2
    56. AI research evidence record kimi:search_no_omniscient
    57. AI research evidence record openai:c1
    58. AI research evidence record anthropic:2-1
    59. AI research evidence record grok:0
    60. AI research evidence record anthropic:29-1
    61. AI research evidence record anthropic:30-15
    62. AI research evidence record google:cit_6
    63. AI research evidence record anthropic:30-1
    64. AI research evidence record anthropic:30-12
    65. AI research evidence record deepseek:od-clutch
    66. AI research evidence record perplexity:1
    67. AI research evidence record deepseek:od-home
    68. AI research evidence record anthropic:30-8
    69. AI research evidence record openai:c1
    70. AI research evidence record anthropic:43-7
    71. AI research evidence record google:cit_6
    72. AI research evidence record anthropic:45-3
    73. AI research evidence record openai:c4
    74. AI research evidence record anthropic:9-3
    75. AI research evidence record anthropic:9-4
    76. AI research evidence record anthropic:43-8
    77. AI research evidence record anthropic:29-1
    78. AI research evidence record google:cit_6
    79. AI research evidence record anthropic:30-1
    80. AI research evidence record anthropic:30-12
    81. AI research evidence record anthropic:34-13
    82. AI research evidence record anthropic:45-14
    83. AI research evidence record openai:c4
    84. AI research evidence record deepseek:od-clutch
    85. AI research evidence record openai:c1
    86. AI research evidence record anthropic:9-3
    87. AI research evidence record anthropic:9-4
    88. AI research evidence record anthropic:43-8
    89. AI research evidence record kimi:search_no_omniscient
    90. AI research evidence record grok:1
    91. AI research evidence record grok:7
    92. AI research evidence record openai:c1
    93. AI research evidence record anthropic:29-1
    94. AI research evidence record anthropic:45-8
    95. AI research evidence record perplexity:1
    96. AI research evidence record deepseek:od-home
    97. AI research evidence record anthropic:30-1
    98. AI research evidence record deepseek:od-clutch
    99. AI research evidence record kimi:search_no_omniscient
    100. AI research evidence record anthropic:38-2
    101. AI research evidence record grok:2
    102. AI research evidence record google:cit_2
    103. AI research evidence record anthropic:34-13
    104. AI research evidence record anthropic:45-4
    105. AI research evidence record anthropic:45-6
    106. AI research evidence record anthropic:30-1
    107. AI research evidence record google:cit_4
    108. AI research evidence record deepseek:od-home
    109. AI research evidence record openai:c1
    110. AI research evidence record openai:c2
    111. AI research evidence record openai:c3
    112. AI research evidence record anthropic:45-4
    113. AI research evidence record anthropic:30-1
    114. AI research evidence record deepseek:od-clutch
    115. AI research evidence record perplexity:1

Independent Sources

Other Sources

  • Omniscient Digital GEO Agency Review - Top GEO Agencies: https://topgeoagencies.net/agencies/omniscient-digital
  • Best AEO Agency: Our Top 11 Picks for 2026: https://www.breakingb2b.com/blog/best-aeo-agency
  • Additional AI research evidence115 records
    1. AI research evidence record anthropic:2-2
    2. AI research evidence record openai:c1
    3. AI research evidence record anthropic:23-10
    4. AI research evidence record anthropic:1-3
    5. AI research evidence record anthropic:1-4
    6. AI research evidence record anthropic:8-13
    7. AI research evidence record grok:7
    8. AI research evidence record kimi:search_no_omniscient
    9. AI research evidence record openai:c2
    10. AI research evidence record perplexity:1
    11. AI research evidence record anthropic:21-1
    12. AI research evidence record google:cit_1
    13. AI research evidence record grok:2
    14. AI research evidence record grok:7
    15. AI research evidence record anthropic:34-13
    16. AI research evidence record anthropic:34-14
    17. AI research evidence record anthropic:45-14
    18. AI research evidence record anthropic:45-15
    19. AI research evidence record anthropic:43-2
    20. AI research evidence record anthropic:10-6
    21. AI research evidence record anthropic:43-7
    22. AI research evidence record openai:c2
    23. AI research evidence record anthropic:19-3
    24. AI research evidence record anthropic:19-4
    25. AI research evidence record anthropic:19-5
    26. AI research evidence record openai:c1
    27. AI research evidence record google:cit_6
    28. AI research evidence record anthropic:21-5
    29. AI research evidence record anthropic:43-1
    30. AI research evidence record anthropic:38-1
    31. AI research evidence record anthropic:39-2
    32. AI research evidence record anthropic:37-3
    33. AI research evidence record anthropic:37-4
    34. AI research evidence record anthropic:37-5
    35. AI research evidence record anthropic:45-4
    36. AI research evidence record anthropic:45-6
    37. AI research evidence record anthropic:45-7
    38. AI research evidence record grok:1
    39. AI research evidence record perplexity:10
    40. AI research evidence record perplexity:3
    41. AI research evidence record google:cit_4
    42. AI research evidence record google:cit_5
    43. AI research evidence record anthropic:21-1
    44. AI research evidence record anthropic:30-1
    45. AI research evidence record anthropic:30-12
    46. AI research evidence record anthropic:39-7
    47. AI research evidence record anthropic:39-8
    48. AI research evidence record anthropic:39-9
    49. AI research evidence record deepseek:od-clutch
    50. AI research evidence record grok:0
    51. AI research evidence record google:cit_6
    52. AI research evidence record perplexity:1
    53. AI research evidence record deepseek:od-home
    54. AI research evidence record kimi:search_no_omniscient
    55. AI research evidence record openai:c2
    56. AI research evidence record kimi:search_no_omniscient
    57. AI research evidence record openai:c1
    58. AI research evidence record anthropic:2-1
    59. AI research evidence record grok:0
    60. AI research evidence record anthropic:29-1
    61. AI research evidence record anthropic:30-15
    62. AI research evidence record google:cit_6
    63. AI research evidence record anthropic:30-1
    64. AI research evidence record anthropic:30-12
    65. AI research evidence record deepseek:od-clutch
    66. AI research evidence record perplexity:1
    67. AI research evidence record deepseek:od-home
    68. AI research evidence record anthropic:30-8
    69. AI research evidence record openai:c1
    70. AI research evidence record anthropic:43-7
    71. AI research evidence record google:cit_6
    72. AI research evidence record anthropic:45-3
    73. AI research evidence record openai:c4
    74. AI research evidence record anthropic:9-3
    75. AI research evidence record anthropic:9-4
    76. AI research evidence record anthropic:43-8
    77. AI research evidence record anthropic:29-1
    78. AI research evidence record google:cit_6
    79. AI research evidence record anthropic:30-1
    80. AI research evidence record anthropic:30-12
    81. AI research evidence record anthropic:34-13
    82. AI research evidence record anthropic:45-14
    83. AI research evidence record openai:c4
    84. AI research evidence record deepseek:od-clutch
    85. AI research evidence record openai:c1
    86. AI research evidence record anthropic:9-3
    87. AI research evidence record anthropic:9-4
    88. AI research evidence record anthropic:43-8
    89. AI research evidence record kimi:search_no_omniscient
    90. AI research evidence record grok:1
    91. AI research evidence record grok:7
    92. AI research evidence record openai:c1
    93. AI research evidence record anthropic:29-1
    94. AI research evidence record anthropic:45-8
    95. AI research evidence record perplexity:1
    96. AI research evidence record deepseek:od-home
    97. AI research evidence record anthropic:30-1
    98. AI research evidence record deepseek:od-clutch
    99. AI research evidence record kimi:search_no_omniscient
    100. AI research evidence record anthropic:38-2
    101. AI research evidence record grok:2
    102. AI research evidence record google:cit_2
    103. AI research evidence record anthropic:34-13
    104. AI research evidence record anthropic:45-4
    105. AI research evidence record anthropic:45-6
    106. AI research evidence record anthropic:30-1
    107. AI research evidence record google:cit_4
    108. AI research evidence record deepseek:od-home
    109. AI research evidence record openai:c1
    110. AI research evidence record openai:c2
    111. AI research evidence record openai:c3
    112. AI research evidence record anthropic:45-4
    113. AI research evidence record anthropic:30-1
    114. AI research evidence record deepseek:od-clutch
    115. AI research evidence record perplexity:1

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Study date
September 17, 2026
Platforms analyzed
7
Source records
34
Ranking mentions
3 of 7
Platform share
43%
Final consensus rank
#5

Research trail and source mix

Configured platforms

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

Source mix

17 independent · 15 company-owned · 2 unclear

Evidence support

26 direct · 6 partial

Important limitation

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

Source snapshot SHA-256 939f55ee1b94efbe7ecb577ba4fd842f3cffa03c0e5770c59c3f74108777bd13