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AI Consensus Fit Review

BrightEdge Enterprise AI Visibility Solution Fit Review for Data, Intelligence, and Execution

BrightEdge is a good fit for large enterprises that want AI-search visibility measurement integrated with an existing enterprise SEO program, competitive benchmarking, and executive reporting.

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

Answer Capsule

BrightEdge is a good fit for large enterprises that want AI-search visibility measurement integrated with an existing enterprise SEO program, competitive benchmarking, and executive reporting. Two of the seven platforms in this study named BrightEdge during the ranking stage — DeepSeek at rank 1 and OpenAI at rank 3 — giving it an average listed rank of 2.0 and a 28.6% share of included platform responses. The strongest reason to consider it is the combination of cross-engine brand and citation tracking with traditional SEO data, recommendations, and execution workflows in one platform. The main limitation is that public evidence is largely vendor-produced, pricing is quote-only, and independent documentation of citation-architecture depth, raw data access, and multi-engine coverage is thin.

Research Snapshot

FieldFinding
Platform mentions in ranking stage2 of 7 platforms (DeepSeek, OpenAI)
Share of included platform responses28.6%
Average listed rank2.0
Best listed rank1 (DeepSeek)
Relevant product/model/planBrightEdge AI Catalyst within the BrightEdge SEO Platform; BrightEdge Enterprise Platform (AI/GEO Visibility Suite)
Overall use-case fitGood (six platforms rated good; Kimi rated mixed)
Research date2026-09-19

Why BrightEdge Qualified for This Study

Questions This Section Answers

  • Is BrightEdge a good choice for Enterprise AI Visibility Solutions for Data, Intelligence, and Execution?
  • What qualifies BrightEdge to be shortlisted for enterprise AI visibility programs?

BrightEdge qualified because it is an enterprise-oriented platform that combines traditional SEO performance data with AI-engine visibility measurement, and because multiple platforms independently placed it among leading AI search visibility tools. DeepSeek listed BrightEdge among leading platforms for AI search visibility and GEO tracking [1], and OpenAI described AI Catalyst as tracking brand presence, sentiment, mentions, and citations across major AI search environments with integration into the BrightEdge SEO Platform [2]. Independent directories and review sites also place BrightEdge as a large-enterprise-focused SEO and content performance platform [3].

The qualification is not unanimous. Only two of seven platforms named BrightEdge in the ranking stage, so its inclusion rests on a minority of platform responses rather than broad consensus. Kimi rated the fit mixed, citing competitor claims that BrightEdge tracks Google primarily and lacks six-engine AI visibility tracking [5]. That claim is competitor-sourced and unverified by BrightEdge, and it conflicts with BrightEdge's own description of tracking across ChatGPT, Google AI Overviews, Gemini, and Perplexity [2]. Buyers should treat engine coverage as a verification item, not a settled fact.

The Product, Model, Plan, or Service Most Relevant to Enterprise AI Visibility Solutions for Data, Intelligence, and Execution

Questions This Section Answers

  • Which BrightEdge product should an enterprise buyer evaluate for AI visibility measurement?
  • Can BrightEdge AI Catalyst be bought on its own, or does it require the full BrightEdge SEO Platform?

The relevant offering is BrightEdge AI Catalyst inside the BrightEdge SEO Platform, with the broader BrightEdge Enterprise Platform and AI/GEO Visibility Suite as the packaging context [6]. AI Catalyst is the module that tracks how brands are mentioned, cited, and described across AI search environments, and BrightEdge states it is included in BrightEdge SEO Platform subscriptions [8]. Google's platform response identified AI Catalyst and AI Hyper Cube, launched in March 2026, as the relevant products [9].

Packaging is genuinely unclear. BrightEdge uses overlapping names including AI Catalyst, AI Hyper Cube, AI Agent Insights, and AI/GEO Visibility Suite, and the exact feature boundaries between them are not documented publicly [6]. One independent review states there is no published way to buy AI Catalyst on its own at any price [11], while BrightEdge's own materials position it as included with the SEO Platform [8]. Buyers should confirm in writing whether AI Catalyst can be licensed standalone and what the AI/GEO Visibility Suite adds.

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree BrightEdge does well for enterprise AI visibility?
  • Is BrightEdge strong at competitor benchmarking and historical measurement for large brands?

Agreement was strongest on four points: enterprise orientation, integrated SEO-plus-AI visibility, competitor benchmarking, and executive reporting.

Six of seven platforms rated BrightEdge a good fit overall; Kimi rated it mixed. OpenAI, Anthropic, DeepSeek, Grok, Google, and Perplexity all described BrightEdge as an enterprise platform suited to large, multi-brand organizations [12]. Multiple platforms noted the integration of AI visibility with traditional SEO metrics in a single workspace [16].

On competitor benchmarking, platforms agreed BrightEdge provides share-of-voice and competitive analysis across AI engines and traditional search [20]. On historical measurement, BrightEdge reports longitudinal citation and mention analyses across multiple AI platforms, including a 12-week study tracking brand mentions and citation shares across ChatGPT, Gemini, and Google AI Overviews [23]. Independent coverage describes DataCube as providing 10+ years of historical ranking data and more than 4 billion data points [25].

On executive reporting, platforms agreed BrightEdge offers dashboards and reporting aimed at leadership. StoryBuilder enables custom dashboards connecting SEO and AI visibility KPIs to traffic, revenue, and other business metrics [27], and GSC Reporting is positioned to help leaders measure how AI affects existing search business [28].

Agreement among AI platforms reflects shared source material, not verified product quality. Much of the supporting evidence is BrightEdge's own published material.

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • How many AI engines does BrightEdge AI Catalyst actually track, and do platforms agree?
  • Does BrightEdge provide true citation-architecture mapping or only URL-level citation reporting?

Engine coverage is the sharpest disagreement. Anthropic reported that AI Catalyst covers three engines — Google AI Overviews, ChatGPT, and Perplexity — and does not natively track Claude, Gemini, Grok, DeepSeek, or Meta AI [29]. Google's response stated AI Catalyst tracks brand presence and sentiment across Google AI Overviews, ChatGPT, Perplexity, and Claude [32]. Grok reported coverage of 4–6+ engines but noted the precise current list is unclear without a demo [33]. OpenAI described tracking across ChatGPT, Google AI Overviews, Gemini, and Perplexity [34]. BrightEdge's own pages describe different engine sets across product pages and later materials [34]. The conflict is unresolved in the supplied evidence and should be settled in a live demonstration.

Citation-architecture depth is a second uncertainty. BrightEdge publicly describes citation-source analysis, cited URLs, competitor citation gaps, and recommendations linking content to cited material [35]. But independent analysis states the platform lacks the deep URL-level citation intelligence found in purpose-built platforms [38], and DeepSeek found no source explicitly documenting a "citation architecture mapping" capability under that name [39]. OpenAI rated citation intelligence and architecture mapping neutral, noting a complete documented citation-architecture graph is unclear [35].

Execution is a third split. BrightEdge connects findings to Content Advisor briefs, recommendations, and technical fixes [34], but independent reviews describe the platform as diagnosing problems rather than executing fixes, with value capped by the team's bandwidth to ship changes [42]. Google's response reached the same conclusion: BrightEdge does not actively generate the third-party earned media references AI engines rely on [45].

Pricing estimates conflict materially across third-party sources and are not reliable as a budget figure [46]. Independent verification of AI Catalyst accuracy was not located by DeepSeek [39], and Anthropic noted vendor research reports use BrightEdge's own datasets without publicly established independent replication [49].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • Does BrightEdge support large-scale prompt research and recommendation tracking for multi-brand enterprises?
  • Which enterprise AI visibility capabilities does BrightEdge document, and which remain unproven?

Large-scale prompt research — advantage. AI Catalyst uses BrightEdge Copilot and historical search data to generate prompt suggestions, and AI Hyper Cube is described as mapping prompt universes using volume data across major AI engines [51]. Public materials do not specify prompt limits, sampling methodology, refresh cadence, or customer-level raw-data access [51].

Recommendation, mention, and citation tracking — advantage. BrightEdge states AI Catalyst tracks how brands are mentioned, cited, and described across ChatGPT, Google AI Overviews, Gemini, and Perplexity, with historical trends and competitor comparisons [51]. Independent coverage confirms prompt-level insights on how brands appear or are omitted in AI responses [55].

Citation intelligence and architecture mapping — neutral to unclear. Citation-source analysis, cited URLs, and competitor citation gaps are documented [57]. A complete citation-architecture graph covering entities, source relationships, authority flows, and market-level ownership is not clearly documented [57].

Competitor benchmarking — advantage. Competitor mention share, citation winners, share of voice, missing prompts, and cross-engine comparisons are described [51]. Independent coverage confirms share-of-voice benchmarking across enterprise competitors [60].

Historical measurement — advantage. AI Catalyst supports longitudinal analyses, including 12-week tracking across ChatGPT, Gemini, and Google AI Overviews [62]. Retention periods, historical backfill, and comparability when engines change behavior are not publicly established [62].

Executive reporting and strategic interpretation — unclear. BrightEdge positions the platform as unifying metrics, insights, recommendations, competitive gaps, and traditional SEO results [52]. Dashboard customization, scheduled executive reports, role-based access, and board-level export formats are not fully documented publicly [52]. Independent coverage does describe custom dashboards and StoryBuilder reporting connecting SEO KPIs to business metrics [64].

Execution and implementation support — unclear. BrightEdge connects AI visibility findings to Content Advisor briefs, recommendations, and technical fixes [51]. Implementation-service scope, named service levels, and included consulting hours are not publicly specified [51]. Independent reviews consistently praise dedicated customer success managers, training, and strategy calls [65], while noting 10–21 days for initial competency and ongoing support needs for full fluency [66].

Multi-brand and multi-market governance — mixed. The platform is designed for multiple sites, domains, and markets with role-based access and enterprise security [68]. Gartner reviewers report that scaling across multiple languages and regions has been difficult and managing hundreds of keyword and page groups across countries is cumbersome [68].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does BrightEdge cost per year for an enterprise AI visibility deployment?
  • What implementation, module, and renewal fees should a buyer expect beyond the BrightEdge license?

BrightEdge does not publish a standard price for AI Catalyst or the enterprise platform. The official pricing page directs prospective customers to contact the company [69], and independent sources consistently describe quote-only enterprise contracting [70].

Third-party estimates conflict materially and should not be treated as authoritative. Reported figures include approximately $500/month (~$6,000/year) at the low end with most organizations spending $6,000 to $127,000+ annually [73]; a median near $50,000/year with SMB averages around $20,977 and enterprise averages around $118,777 [74]; typical ranges of $25,000 to $150,000+ per year with mid-market deals near $50,000 [75]; and $42,000–$69,000/year with large deployments at $10,000+/month on multi-year contracts [76]. Grok reported an enterprise average near $118,777/year and ranges of $42,000–$150,000+ [77]. Kimi cited a competitor claim of $10,000–18,000/month for BrightEdge Enterprise [78]. These estimates are platform-reported and unverified.

Additional cost items reported by third parties include onboarding and implementation fees of $5,000–$25,000 [79], onboarding of $3,000–$15,000+, training of $2,000–$10,000, and consulting of $5,000–$50,000+ [80]. One analysis estimates the license fee is only 40–60% of the true cost of running BrightEdge, with the rest from implementation, annual price increases, and internal headcount [81]. A dedicated analyst resource is estimated at $90,000+ additional annual cost [81].

Contract terms are reported as 12 to 36 months with annual prepayment common for enterprise deals [82]. BrightEdge's own terms reference subscription periods and mutually agreed order forms [84]. Public terms do not establish a standard cancellation policy, renewal structure, minimum commitment, or termination rights [84]. Annual price increases on renewals are reported by third parties [82]. A credit-based pricing model — one credit per keyword per SERP — is reported to become expensive for global monitoring across 170+ countries [85]. Pricing confidence across platforms was low to moderate; buyers should treat all figures as unverified until quoted.

Best Suited For

Questions This Section Answers

  • Which enterprises get the most value from BrightEdge AI Catalyst for AI visibility?
  • Is BrightEdge best for teams that already run a mature enterprise SEO program?

BrightEdge is best suited to large enterprises managing multiple brands, markets, business units, and competitors that already operate mature SEO programs and want AI visibility connected to that work. Six of seven platforms rated the fit good for this profile (openai, anthropic, deepseek, grok, google, perplexity).

Specific fits include: large brands managing multiple domains and markets [86]; teams wanting AI visibility tied to traditional SEO, content recommendations, technical diagnostics, and execution workflows [86]; organizations needing executive reporting that combines AI mentions, citations, sentiment, competitor visibility, and organic-search performance [90]; and existing BrightEdge customers who can add AI Catalyst without platform fragmentation [92]. Independent coverage states BrightEdge is worth buying in 2026 if the team needs enterprise-grade AI visibility measurement, source diagnostics, and AI-agent access reporting inside an existing SEO program [94].

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose BrightEdge for enterprise AI visibility?
  • Is BrightEdge a poor fit for buyers who need transparent self-serve pricing?

BrightEdge is probably not the best fit for buyers seeking transparent self-serve pricing or a lightweight standalone LLM-mention tracker [95]. It is also a weak fit for organizations requiring fully documented citation-architecture graphs, unrestricted raw prompt exports, or independently audited AI visibility data [97].

Other poor fits: teams whose primary need is broad enterprise intelligence outside search, content, and AI-discovery workflows [100]; organizations needing broad AI model coverage beyond the engines BrightEdge tracks [101]; small teams or early-stage companies seeking low-cost self-serve tools [103]; buyers requiring fast purchasing cycles and published pricing [96]; and teams focused on earning AI citations through content authority rather than diagnosing visibility gaps [104]. Kimi rated the fit mixed for enterprises requiring dedicated visibility across six or more LLM engines [106].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to BrightEdge for a buyer who needs dedicated AI-only visibility measurement?
  • When should an enterprise choose a specialist AI visibility platform instead of BrightEdge?

Choose a specialist AI-visibility vendor when the primary requirement is transparent prompt monitoring, raw response archives, detailed citation graphs, or rapid experimentation independent of an enterprise SEO suite [107]. Named alternatives in the supplied evidence include Profound, Machine Relations, and EchoWi for dedicated AEO/GEO platforms [109]; Profound, Promptwatch, and Evertune for enterprise AI visibility [110]; and Georion, Ayzeo, Enterprise AIO, and UltraScout for multi-engine or multi-brand governance [111]. These are competitor or directory claims, not independently verified comparisons.

Choose a broader enterprise SEO platform when the buyer prioritizes established global SEO governance, technical SEO, rank tracking, and workflow controls over newer generative-AI features [107]. Choose an internal or data-platform approach when the buyer needs custom entity resolution, proprietary taxonomies, unrestricted warehouse integration, or independently reproducible measurement [107]. For fixed budgets and fast procurement, published-pricing alternatives such as Semrush ($140/month) or Ahrefs ($129/month) are cited for mid-market competitive analysis [115]. For teams solving enterprise SEO governance that want a dedicated AI layer, a two-layer stack combining BrightEdge for SEO governance with a dedicated AI citation tracker is suggested [109].

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with BrightEdge before signing an enterprise contract?
  • Can BrightEdge demonstrate citation-architecture mapping and raw data export in a pilot?

The supplied research identifies ten verification items. Buyers should confirm which AI engines, regions, languages, result surfaces, and customer-specific prompt sets are included in the quoted package [116]. They should establish limits for prompts, brands, domains, competitors, users, markets, API calls, and historical retention [116]. They should confirm whether raw prompts, responses, cited URLs, timestamps, engine metadata, sentiment classifications, and confidence scores can be exported [116].

Buyers should also ask how mentions, recommendations, citations, share of voice, and sentiment are defined and deduplicated [116]; whether the product provides a true citation-architecture map linking entities, pages, domains, sources, and competitor ownership, or only URL-level reporting [119]; how often prompts are rerun and how engine-behavior changes are normalized [116]; and which executive dashboards, scheduled reports, APIs, warehouse connectors, SSO, RBAC, and audit logs are included [121].

Finally, buyers should confirm what implementation, training, consulting, content, and technical-SEO services are included versus separately billed [116]; the subscription term, renewal, cancellation, price-increase, data-retention, and termination provisions [124]; and whether BrightEdge can demonstrate results using the buyer's own brands, markets, competitors, and priority executive questions before contract signature [116]. A 30-day pilot with real prompts and competitors is recommended before an annual commitment [126].

Final AI Consensus Verdict

BrightEdge is a good fit for large enterprise teams that need AI visibility measurement integrated with enterprise SEO, competitive benchmarking, historical analysis, and executive reporting. Six of seven platforms rated the fit good; Kimi rated it mixed. The strongest documented advantages are cross-engine brand and citation tracking, competitor benchmarking, historical analysis, and a credible path from prompt and citation gaps to content and technical actions [127].

The limitations are material and consistent across platforms. Public evidence is primarily vendor-produced, with limited independent validation of measurement accuracy, coverage, and customer outcomes [129]. Pricing is quote-only with conflicting third-party estimates [133]. Engine coverage is disputed, with reports ranging from three engines to six or more [137]. Citation-architecture depth and raw prompt-level data access are not fully proven publicly [140]. The platform diagnoses visibility gaps better than it creates the third-party authority AI systems cite [142].

Buyers should treat BrightEdge as a quote-based enterprise platform with meaningful verification requirements, especially around raw data access, citation-architecture depth, measurement methodology, product packaging, and implementation terms [127]. For organizations already invested in BrightEdge's SEO platform with strong internal SEO teams, adding AI Catalyst is a defensible investment [146]. For organizations seeking AI-only measurement or broader model coverage, dedicated AEO platforms may be better [148].

How This Review Was Produced

This review synthesizes fit-research responses from seven AI platforms — OpenAI, Anthropic, DeepSeek, Grok, Google, Perplexity, and Kimi — each asked to recommend AI visibility solutions for an enterprise end-to-end program covering large-scale prompt research, recommendation tracking, citation intelligence, citation architecture mapping, competitor benchmarking, historical measurement, executive reporting, strategic interpretation, and implementation support. The authoritative research date is 2026-09-19. Two platforms named BrightEdge during the ranking stage; all seven evaluated fit. Platform-reported research dates differ from the authoritative run date: DeepSeek's response is dated 2026-02-06, while the other six are dated 2026-09-19. All platform responses are labeled platform-reported and were not independently verified. Citations are platform-reported evidence, not independently verified facts. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. No personal testing, customer interviews, or independent benchmarking was performed for this review.

Methodology Limitations

Several limitations apply. First, only two of seven platforms named BrightEdge in the ranking stage, so its inclusion rests on a minority of platform responses. Second, all fit assessments are platform-reported and not independently verified; agreement among platforms reflects shared source material rather than confirmed product quality. Third, pricing is not publicly disclosed by BrightEdge, and third-party estimates conflict materially — reported annual figures range from roughly $6,000 to $150,000+, and these should not be used as a budget figure [150]. Fourth, engine coverage is disputed across platforms and BrightEdge's own pages describe different engine sets [154]. Fifth, product naming is inconsistent — AI Catalyst, AI Hyper Cube, AI Agent Insights, and AI/GEO Visibility Suite overlap, and exact packaging is unclear [156]. Sixth, vendor research reports use BrightEdge's own datasets, and independent replication details are not publicly established [158]. Seventh, DeepSeek's response is dated 2026-02-06, roughly seven months before the authoritative run date, and may not reflect current capabilities. Eighth, some competitor claims about BrightEdge — including the "Google-only" characterization — are competitor-sourced and unverified [160]. Ninth, no independent accuracy benchmark for BrightEdge AI Catalyst was located in the supplied evidence [161]. Missing research should not be read as disagreement.

See the broader Enterprise AI Visibility Solutions for Data, Intelligence, and Execution consensus index for comparisons across qualified options.

Explore more ai visibility llm monitoring guidance in the category directory.

From the index

Compare the adjacent findings before forming a view.

Sources

Company-Owned Sources

  • Brands Hold, Evidence Turns Over: 12 Weeks of Ecommerce Citations Across Three AI Engines: https://help.brightedge.com/resources/weekly-ai-search-insights/brands-hold-evidence-turns-over-12-weeks-ecommerce-citations-three-ai-engines
  • GEO in Coming of Age: Why Winning AI Search Takes More Than Just SEO | BrightEdge: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHBE5JRaua158qRzHZ4hN62nD2Hyr7jkZP1ZEci9Vfs2TXBUWvIuGj1xc_1SxpBWAxfCQ5NqKBWfYe7b9SbV4rBmpuJs8QNNG4cXRZHO6u5dwjK9TBYpClnZRwVwVvXLLly9trMi55Pnr0oSrMnnVgd1Ge8VhAMwG6UxbydibMouLpeDIaaHvMVQ3FQFiRTcIs=
  • AI Overviews at the One-Year Mark: Presence, Size, and What They're Citing | BrightEdge: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHC8-w0tsby70NI7i9SdTRlNb0fLbPFMRNpO_u8q_aFQQivcljqnJPzQOnewMjZtQzzHivMgmKdaL7ec6BlwcauwISVvhnCWOl5LVTAL8EK4mIWZb6SypRLXFDRCUqdnHSIzPwD7MZXxipi-oN5hcsVIMClvFhsbs2J-hiSi7S5qD8IfBYsMmaM2WqzgKgKjhDKR4pZJSjy7BRobyB3dqI=
  • BrightEdge: Enterprise SEO Platform | Visibility in AI Search: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHKprkBtNAX7upxDpHDFhsWzZpK-mF_-DnAYn0bp4ABtfUmZy4pVdlrqjPu9EAfGydvMz7aI_-zZIJqRHlZNow84rNYnQKCX1Pfeag_SX98kCk=
  • AI Catalyst - BrightEdge: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHPQBwRyTYQgnTqbi2VA2jcCwWBIuhIbp7aQPbLunUINyD_nV_Ng-lvWFyfQk-ahuXJuZolqXj4Iu6rJ-aibOpprNCtmw-XTIJogr4KXyWQsNn_fAqLVNcdzXBk6g==
  • AI Overview Citation Analysis: https://videos.brightedge.com/assets/blog/ai-overview-citations/AIOvervieOverlap.pdf
  • BrightEdge: Enterprise SEO Platform | Visibility in AI Search: https://www.brightedge.com/
  • AI Catalyst: https://www.brightedge.com/ai-catalyst
  • AI Overviews Goes Deep. ChatGPT Goes Wide: https://www.brightedge.com/ai-overviews-goes-deep-chatgpt-goes-wide
  • Introducing BrightEdge AI Catalyst: Innovating to Give You Complete Search and AI Visibility: https://www.brightedge.com/blog/introducing-brightedge-ai-catalyst-innovating-give-you-complete-search-and-ai-visibility
  • BrightEdge Infrastructure Product Terms: https://www.brightedge.com/infrastructure-product-terms
  • Optimize with ChatGPT: https://www.brightedge.com/optimize-for-chatgpt
  • BrightEdge Products | Enterprise SEO Platform: https://www.brightedge.com/products
  • BrightEdge Product Pricing: https://www.brightedge.com/products/product-pricing
  • How AI Engines Choose Brands: Citation Patterns Revealed: https://www.brightedge.com/resources/weekly-ai-search-insights/how-different-ai-search-engines-choose-which-brands-to-recommend
  • Win in AI search: https://www.brightedge.com/win-in-ai-search
  • Additional AI research evidence162 records
    1. AI research evidence record deepseek:c4
    2. AI research evidence record openai:c1
    3. AI research evidence record deepseek:c3
    4. AI research evidence record anthropic:1-5
    5. AI research evidence record kimi:georion-competitor-claim-1
    6. AI research evidence record openai:c1
    7. AI research evidence record anthropic:6-3
    8. AI research evidence record perplexity:c1
    9. AI research evidence record google:cit_be_kime_comp
    10. AI research evidence record anthropic:27-7
    11. AI research evidence record anthropic:7-19
    12. AI research evidence record openai:c1
    13. AI research evidence record anthropic:1-5
    14. AI research evidence record deepseek:c3
    15. AI research evidence record grok:4
    16. AI research evidence record google:cit_be_homepage
    17. AI research evidence record perplexity:c3
    18. AI research evidence record perplexity:c2
    19. AI research evidence record anthropic:26-4
    20. AI research evidence record openai:c3
    21. AI research evidence record anthropic:16-2
    22. AI research evidence record deepseek:c2
    23. AI research evidence record openai:c7
    24. AI research evidence record openai:c8
    25. AI research evidence record anthropic:26-6
    26. AI research evidence record anthropic:35-3
    27. AI research evidence record anthropic:23-2
    28. AI research evidence record anthropic:22-9
    29. AI research evidence record anthropic:6-4
    30. AI research evidence record anthropic:28-18
    31. AI research evidence record anthropic:28-19
    32. AI research evidence record google:cit_be_catalyst
    33. AI research evidence record grok:2
    34. AI research evidence record openai:c1
    35. AI research evidence record openai:c4
    36. AI research evidence record openai:c5
    37. AI research evidence record openai:c6
    38. AI research evidence record anthropic:13-13
    39. AI research evidence record deepseek:c1
    40. AI research evidence record deepseek:c4
    41. AI research evidence record openai:c3
    42. AI research evidence record anthropic:35-1
    43. AI research evidence record anthropic:35-6
    44. AI research evidence record anthropic:27-4
    45. AI research evidence record google:cit_be_authoritytech
    46. AI research evidence record anthropic:1-1
    47. AI research evidence record anthropic:7-12
    48. AI research evidence record anthropic:8-12
    49. AI research evidence record openai:c7
    50. AI research evidence record openai:c8
    51. AI research evidence record openai:c1
    52. AI research evidence record openai:c2
    53. AI research evidence record openai:c5
    54. AI research evidence record openai:c3
    55. AI research evidence record anthropic:1-11
    56. AI research evidence record anthropic:1-12
    57. AI research evidence record openai:c4
    58. AI research evidence record openai:c6
    59. AI research evidence record anthropic:13-13
    60. AI research evidence record anthropic:16-2
    61. AI research evidence record deepseek:c2
    62. AI research evidence record openai:c7
    63. AI research evidence record openai:c8
    64. AI research evidence record anthropic:23-2
    65. AI research evidence record anthropic:4-7
    66. AI research evidence record anthropic:31-6
    67. AI research evidence record anthropic:31-9
    68. AI research evidence record anthropic:3-4
    69. AI research evidence record openai:c9
    70. AI research evidence record perplexity:c5
    71. AI research evidence record deepseek:c2
    72. AI research evidence record anthropic:7-19
    73. AI research evidence record anthropic:1-1
    74. AI research evidence record anthropic:7-12
    75. AI research evidence record anthropic:8-12
    76. AI research evidence record anthropic:34-5
    77. AI research evidence record grok:11
    78. AI research evidence record kimi:georion-competitor-claim-1
    79. AI research evidence record anthropic:8-8
    80. AI research evidence record google:cit_be_softwarefinder
    81. AI research evidence record anthropic:8-2
    82. AI research evidence record anthropic:2-4
    83. AI research evidence record google:cit_be_vendr
    84. AI research evidence record openai:c10
    85. AI research evidence record anthropic:3-6
    86. AI research evidence record openai:c1
    87. AI research evidence record anthropic:1-5
    88. AI research evidence record openai:c3
    89. AI research evidence record openai:c6
    90. AI research evidence record anthropic:23-2
    91. AI research evidence record anthropic:22-9
    92. AI research evidence record perplexity:c1
    93. AI research evidence record grok:4
    94. AI research evidence record anthropic:27-1
    95. AI research evidence record openai:c9
    96. AI research evidence record perplexity:c5
    97. AI research evidence record openai:c4
    98. AI research evidence record anthropic:13-13
    99. AI research evidence record deepseek:c1
    100. AI research evidence record openai:c1
    101. AI research evidence record anthropic:6-4
    102. AI research evidence record anthropic:28-19
    103. AI research evidence record anthropic:1-1
    104. AI research evidence record anthropic:27-4
    105. AI research evidence record anthropic:35-1
    106. AI research evidence record kimi:georion-competitor-claim-1
    107. AI research evidence record openai:c1
    108. AI research evidence record anthropic:13-13
    109. AI research evidence record anthropic:18-3
    110. AI research evidence record grok:4
    111. AI research evidence record kimi:georion-competitor-claim-1
    112. AI research evidence record kimi:ayzeo-competitor-claim-1
    113. AI research evidence record kimi:enterprise-aio-competitor-claim-1
    114. AI research evidence record kimi:ultrascout-competitor-claim-1
    115. AI research evidence record anthropic:1-1
    116. AI research evidence record openai:c1
    117. AI research evidence record anthropic:6-4
    118. AI research evidence record deepseek:c1
    119. AI research evidence record openai:c4
    120. AI research evidence record anthropic:13-13
    121. AI research evidence record openai:c2
    122. AI research evidence record anthropic:23-2
    123. AI research evidence record anthropic:8-8
    124. AI research evidence record openai:c10
    125. AI research evidence record anthropic:2-4
    126. AI research evidence record anthropic:31-6
    127. AI research evidence record openai:c1
    128. AI research evidence record openai:c3
    129. AI research evidence record openai:c7
    130. AI research evidence record anthropic:23-2
    131. AI research evidence record openai:c8
    132. AI research evidence record deepseek:c1
    133. AI research evidence record openai:c9
    134. AI research evidence record anthropic:1-1
    135. AI research evidence record anthropic:7-12
    136. AI research evidence record anthropic:8-12
    137. AI research evidence record anthropic:6-4
    138. AI research evidence record google:cit_be_catalyst
    139. AI research evidence record grok:2
    140. AI research evidence record openai:c4
    141. AI research evidence record anthropic:13-13
    142. AI research evidence record anthropic:27-4
    143. AI research evidence record anthropic:35-1
    144. AI research evidence record google:cit_be_authoritytech
    145. AI research evidence record anthropic:7-19
    146. AI research evidence record perplexity:c1
    147. AI research evidence record grok:4
    148. AI research evidence record anthropic:18-3
    149. AI research evidence record anthropic:28-19
    150. AI research evidence record anthropic:1-1
    151. AI research evidence record anthropic:7-12
    152. AI research evidence record anthropic:8-12
    153. AI research evidence record grok:11
    154. AI research evidence record anthropic:6-4
    155. AI research evidence record google:cit_be_catalyst
    156. AI research evidence record openai:c1
    157. AI research evidence record anthropic:27-7
    158. AI research evidence record openai:c7
    159. AI research evidence record openai:c8
    160. AI research evidence record kimi:georion-competitor-claim-1
    161. AI research evidence record deepseek:c1
    162. AI research evidence record deepseek:c4

Independent Sources

  • BrightEdge vs Ahrefs: Which SEO Platform Wins in 2026? - aeoengine blog: https://aeoengine.ai/blog/brightedge-vs-ahrefs/
  • BrightEdge Review: Official Pricing, Features & Best Alternatives: https://aisearchtoolrank.com/tools/brightedge/
  • BrightEdge Pricing & Review (2026): Features & Verdict: https://appscribed.com/software/brightedge-review/
  • BrightEdge AI Visibility Review 2026: Is It Worth Buying?: https://authoritytech.io/blog/brightedge-ai-search-visibility-2026
  • Enterprise AI Visibility Platform - Multi-Brand Top-Down Reporting | Ayzeo: https://ayzeo.com/use-cases/enterprise
    1. Brightedge Ai Catalyst: https://bermawy.com/blog/enterprise-geo-platforms-guide-best-tools
    2. Additional AI research evidence162 records
      1. AI research evidence record deepseek:c4
      2. AI research evidence record openai:c1
      3. AI research evidence record deepseek:c3
      4. AI research evidence record anthropic:1-5
      5. AI research evidence record kimi:georion-competitor-claim-1
      6. AI research evidence record openai:c1
      7. AI research evidence record anthropic:6-3
      8. AI research evidence record perplexity:c1
      9. AI research evidence record google:cit_be_kime_comp
      10. AI research evidence record anthropic:27-7
      11. AI research evidence record anthropic:7-19
      12. AI research evidence record openai:c1
      13. AI research evidence record anthropic:1-5
      14. AI research evidence record deepseek:c3
      15. AI research evidence record grok:4
      16. AI research evidence record google:cit_be_homepage
      17. AI research evidence record perplexity:c3
      18. AI research evidence record perplexity:c2
      19. AI research evidence record anthropic:26-4
      20. AI research evidence record openai:c3
      21. AI research evidence record anthropic:16-2
      22. AI research evidence record deepseek:c2
      23. AI research evidence record openai:c7
      24. AI research evidence record openai:c8
      25. AI research evidence record anthropic:26-6
      26. AI research evidence record anthropic:35-3
      27. AI research evidence record anthropic:23-2
      28. AI research evidence record anthropic:22-9
      29. AI research evidence record anthropic:6-4
      30. AI research evidence record anthropic:28-18
      31. AI research evidence record anthropic:28-19
      32. AI research evidence record google:cit_be_catalyst
      33. AI research evidence record grok:2
      34. AI research evidence record openai:c1
      35. AI research evidence record openai:c4
      36. AI research evidence record openai:c5
      37. AI research evidence record openai:c6
      38. AI research evidence record anthropic:13-13
      39. AI research evidence record deepseek:c1
      40. AI research evidence record deepseek:c4
      41. AI research evidence record openai:c3
      42. AI research evidence record anthropic:35-1
      43. AI research evidence record anthropic:35-6
      44. AI research evidence record anthropic:27-4
      45. AI research evidence record google:cit_be_authoritytech
      46. AI research evidence record anthropic:1-1
      47. AI research evidence record anthropic:7-12
      48. AI research evidence record anthropic:8-12
      49. AI research evidence record openai:c7
      50. AI research evidence record openai:c8
      51. AI research evidence record openai:c1
      52. AI research evidence record openai:c2
      53. AI research evidence record openai:c5
      54. AI research evidence record openai:c3
      55. AI research evidence record anthropic:1-11
      56. AI research evidence record anthropic:1-12
      57. AI research evidence record openai:c4
      58. AI research evidence record openai:c6
      59. AI research evidence record anthropic:13-13
      60. AI research evidence record anthropic:16-2
      61. AI research evidence record deepseek:c2
      62. AI research evidence record openai:c7
      63. AI research evidence record openai:c8
      64. AI research evidence record anthropic:23-2
      65. AI research evidence record anthropic:4-7
      66. AI research evidence record anthropic:31-6
      67. AI research evidence record anthropic:31-9
      68. AI research evidence record anthropic:3-4
      69. AI research evidence record openai:c9
      70. AI research evidence record perplexity:c5
      71. AI research evidence record deepseek:c2
      72. AI research evidence record anthropic:7-19
      73. AI research evidence record anthropic:1-1
      74. AI research evidence record anthropic:7-12
      75. AI research evidence record anthropic:8-12
      76. AI research evidence record anthropic:34-5
      77. AI research evidence record grok:11
      78. AI research evidence record kimi:georion-competitor-claim-1
      79. AI research evidence record anthropic:8-8
      80. AI research evidence record google:cit_be_softwarefinder
      81. AI research evidence record anthropic:8-2
      82. AI research evidence record anthropic:2-4
      83. AI research evidence record google:cit_be_vendr
      84. AI research evidence record openai:c10
      85. AI research evidence record anthropic:3-6
      86. AI research evidence record openai:c1
      87. AI research evidence record anthropic:1-5
      88. AI research evidence record openai:c3
      89. AI research evidence record openai:c6
      90. AI research evidence record anthropic:23-2
      91. AI research evidence record anthropic:22-9
      92. AI research evidence record perplexity:c1
      93. AI research evidence record grok:4
      94. AI research evidence record anthropic:27-1
      95. AI research evidence record openai:c9
      96. AI research evidence record perplexity:c5
      97. AI research evidence record openai:c4
      98. AI research evidence record anthropic:13-13
      99. AI research evidence record deepseek:c1
      100. AI research evidence record openai:c1
      101. AI research evidence record anthropic:6-4
      102. AI research evidence record anthropic:28-19
      103. AI research evidence record anthropic:1-1
      104. AI research evidence record anthropic:27-4
      105. AI research evidence record anthropic:35-1
      106. AI research evidence record kimi:georion-competitor-claim-1
      107. AI research evidence record openai:c1
      108. AI research evidence record anthropic:13-13
      109. AI research evidence record anthropic:18-3
      110. AI research evidence record grok:4
      111. AI research evidence record kimi:georion-competitor-claim-1
      112. AI research evidence record kimi:ayzeo-competitor-claim-1
      113. AI research evidence record kimi:enterprise-aio-competitor-claim-1
      114. AI research evidence record kimi:ultrascout-competitor-claim-1
      115. AI research evidence record anthropic:1-1
      116. AI research evidence record openai:c1
      117. AI research evidence record anthropic:6-4
      118. AI research evidence record deepseek:c1
      119. AI research evidence record openai:c4
      120. AI research evidence record anthropic:13-13
      121. AI research evidence record openai:c2
      122. AI research evidence record anthropic:23-2
      123. AI research evidence record anthropic:8-8
      124. AI research evidence record openai:c10
      125. AI research evidence record anthropic:2-4
      126. AI research evidence record anthropic:31-6
      127. AI research evidence record openai:c1
      128. AI research evidence record openai:c3
      129. AI research evidence record openai:c7
      130. AI research evidence record anthropic:23-2
      131. AI research evidence record openai:c8
      132. AI research evidence record deepseek:c1
      133. AI research evidence record openai:c9
      134. AI research evidence record anthropic:1-1
      135. AI research evidence record anthropic:7-12
      136. AI research evidence record anthropic:8-12
      137. AI research evidence record anthropic:6-4
      138. AI research evidence record google:cit_be_catalyst
      139. AI research evidence record grok:2
      140. AI research evidence record openai:c4
      141. AI research evidence record anthropic:13-13
      142. AI research evidence record anthropic:27-4
      143. AI research evidence record anthropic:35-1
      144. AI research evidence record google:cit_be_authoritytech
      145. AI research evidence record anthropic:7-19
      146. AI research evidence record perplexity:c1
      147. AI research evidence record grok:4
      148. AI research evidence record anthropic:18-3
      149. AI research evidence record anthropic:28-19
      150. AI research evidence record anthropic:1-1
      151. AI research evidence record anthropic:7-12
      152. AI research evidence record anthropic:8-12
      153. AI research evidence record grok:11
      154. AI research evidence record anthropic:6-4
      155. AI research evidence record google:cit_be_catalyst
      156. AI research evidence record openai:c1
      157. AI research evidence record anthropic:27-7
      158. AI research evidence record openai:c7
      159. AI research evidence record openai:c8
      160. AI research evidence record kimi:georion-competitor-claim-1
      161. AI research evidence record deepseek:c1
      162. AI research evidence record deepseek:c4
  • BrightEdge: Details, Reviews, Pricing, & Features: https://checkthat.ai/brands/brightedge-technologies-inc
  • BrightEdge Reviews 2026: What Enterprise Users Really Think: https://checkthat.ai/brands/brightedge-technologies-inc/reviews
  • BrightEdge Review 2026: Pricing, Data Cube Explained & Honest Verdict | CrawlRaven: https://crawlraven.com/blog/brightedge-review
  • BrightEdge Review 2026: Pricing and AI Search | EchoWi: https://echowi.ai/blog/brightedge-review/
  • AI Visibility Platform: Track, Optimize, Prove | Enterprise AIO: https://enterprise.semrush.com/discover-enterprise/ai-visibility-platform/
  • Enterprise AI Visibility Platform: SSO, SLA, Scale | Georion: https://georion.app/solutions/enterprise
  • BrightEdge Pricing Breakdown: Enterprise Costs, Modules & What to Negotiate | Spike AI: https://getspike.ai/blog/brightedge-pricing-breakdown/
  • BrightEdge Review (2026): Honest Assessment of Pricing, Strengths, and Real Limitations | Spike AI: https://getspike.ai/blog/honest-brightedge-review/
  • Getspotted vs BrightEdge: GEO-native vs enterprise SEO (2026: https://getspotted.ai/compare/getspotted-vs-brightedge
  • BrightEdge Generative AI: AI visibility vendor profile | GEO Compass: https://guptadeepak.com/geo-compass/vendors/brightedge-generativeai/
  • Alternative to BrightEdge for AI Search Visibility: What Actually Replaces It in 2026: https://machinerelations.ai/research/alternative-to-brightedge
  • BrightEdge Review 2026: Pricing, Features, Pros & Cons | SalesHive: https://saleshive.com/vendors/brightedge
  • BrightEdge AI Visibility · Slate Index: https://slateindex.ai/products/brightedge
  • BrightEdge: Pricing, Free Demo & Features | Software Finder: https://softwarefinder.com/marketing-software/brightedge
  • BrightEdge | AI Search Tool Profile: https://theaisearchdirectory.com/tools/brightedge
  • BrightEdge: Enterprise SEO platform with AI-powered ... - Toolsolved: https://toolsolved.com/brightedge
  • Best Enterprise AI Visibility Platforms in 2026: Promptwatch, BrightEdge, Profound, and Evertune Ranked: https://toolsolved.com/guides/best-enterprise-ai-visibility-platforms-in-2026-promptwatch-brightedge-profound-and-evertune-ranked
  • BrightEdge Limitations: Demo-Only Pricing, Cost & Scope | Trakkr: https://trakkr.ai/reviews/brightedge-review/limitations
  • Enterprise AI Visibility & Strategic Intelligence | UltraScout AI: https://ultrascout.ai/platform/enterprise
  • BrightEdge Generative AI: AI visibility vendor profile | GEO Compass: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQE93r7T7U8Zy1DfwDh1yCM4phOIHZQ0JFmi-FSbGiFhGSMYh4rvtQnkk9jt9Msjv36Nr3iln8icWSInbjOYdEdyrrmY22R9wyyolevQt3HqajWmNKxwp600oz4a3-TgWF6RaReMFMjJ3A9UWR9cEun5zpcr-rkgE8mTfA==
  • BrightEdge: Pricing, Free Demo & Features - Software Finder: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEUCGe7IpNcxGRRtRz-36By4Aeaj0udrPzaWMXtgrYsTJ-f8SfFwF_-7oepTCKQZFIrtlxwjBQKJLUZ0b_-s52BHENBWeb7xpefDbFXLMoMXdyOzzbvzR9yHf0EGdN3cAoNZh8iQxbzVXRAmOQJ3Q==
  • BrightEdge Software Pricing & Plans 2026: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFRoOmwIFyjlCqOCXoD-ohCni5n4g2_gkHYHfmfTNA3eDDhB5-m0BW9xTAv8SgpT5WKFD6KK8QoU5WgR26z1k54D6SMCvYhYROkV1VJ83yLbOgEAdWbJvHZDq7lF04aWkkMbg==
  • KIME vs BrightEdge: AI visibility tool comparison: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGnVWpmSfK62R9Nn3Xq-rD0sbMLauA7dgDaijBHD05avyNNr4kgGhN7ZBfbokD70EwPTN7umU9O9KtMQo5TcyKNY5HYU2qanfCwGcS2s9Vl10RIXGzfXNuF0Uj2y7Sqb4jeiAwD
  • BrightEdge AI Visibility Product Review - AuthorityTech: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQGxyaOn-wXhJFUXPHDvJyyUBw3iH2xirN978uonSlQglcAwSJErRTTbPAA2DkEiHIGL3TYtZ98aPa-XKG5ABMtUMeADSJ6bhGquqPwMb0PLfI82KOSK2oSw3Ad6I2fGyY9IlnhVwe7BvYkXHifkCJ8yi6o_0hKlBxc=
  • BrightEdge Review 2026: Pricing, Data Cube Explained & Honest Verdict: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHfqCL_f36NAIDpdpZVQZY6ABiIHRH53e37wqIN2GBPQSSYSdcSNWzZChdIfVM5Kyv0K1gxfg5En_SL4zq69F4KDf4Sa4tKu1ZtsIOhqKLCdD0JjdC58RB1mNes8W9iXiQMXWE=
  • BrightEdge AI Catalyst: Index score, coverage, and limits: https://www.ai-seo-tools.org/tools/brightedge/
  • BrightEdge Reviews & Pricing: https://www.g2.com/products/brightedge/reviews
  • BrightEdge - Overview: https://www.gartner.com/reviews/market/seo-platforms/vendor/brightedge
  • BrightEdge Reviews & Ratings 2026 | Gartner Peer Insights: https://www.gartner.com/reviews/product/brightedge
  • Profound AI vs BrightEdge: Enterprise AI Visibility Platforms Compared 2026: https://www.margen.net/profound-ai-vs-brightedge-enterprise-platforms/
  • Best AI Search Visibility Tools: https://www.semrush.com/blog/ai-search-visibility-tools/
  • Actual BrightEdge Pricing 2026: https://www.spendhound.com/marketplace/brightedge-pricing
  • 10 BrightEdge Alternatives for Tracking Brand Visibility in AI Search: https://www.useomnia.com/blog/brightedge-alternatives
  • BrightEdge Software Pricing & Plans 2026: See Your Cost: https://www.vendr.com/marketplace/brightedge
  • Additional AI research evidence162 records
    1. AI research evidence record deepseek:c4
    2. AI research evidence record openai:c1
    3. AI research evidence record deepseek:c3
    4. AI research evidence record anthropic:1-5
    5. AI research evidence record kimi:georion-competitor-claim-1
    6. AI research evidence record openai:c1
    7. AI research evidence record anthropic:6-3
    8. AI research evidence record perplexity:c1
    9. AI research evidence record google:cit_be_kime_comp
    10. AI research evidence record anthropic:27-7
    11. AI research evidence record anthropic:7-19
    12. AI research evidence record openai:c1
    13. AI research evidence record anthropic:1-5
    14. AI research evidence record deepseek:c3
    15. AI research evidence record grok:4
    16. AI research evidence record google:cit_be_homepage
    17. AI research evidence record perplexity:c3
    18. AI research evidence record perplexity:c2
    19. AI research evidence record anthropic:26-4
    20. AI research evidence record openai:c3
    21. AI research evidence record anthropic:16-2
    22. AI research evidence record deepseek:c2
    23. AI research evidence record openai:c7
    24. AI research evidence record openai:c8
    25. AI research evidence record anthropic:26-6
    26. AI research evidence record anthropic:35-3
    27. AI research evidence record anthropic:23-2
    28. AI research evidence record anthropic:22-9
    29. AI research evidence record anthropic:6-4
    30. AI research evidence record anthropic:28-18
    31. AI research evidence record anthropic:28-19
    32. AI research evidence record google:cit_be_catalyst
    33. AI research evidence record grok:2
    34. AI research evidence record openai:c1
    35. AI research evidence record openai:c4
    36. AI research evidence record openai:c5
    37. AI research evidence record openai:c6
    38. AI research evidence record anthropic:13-13
    39. AI research evidence record deepseek:c1
    40. AI research evidence record deepseek:c4
    41. AI research evidence record openai:c3
    42. AI research evidence record anthropic:35-1
    43. AI research evidence record anthropic:35-6
    44. AI research evidence record anthropic:27-4
    45. AI research evidence record google:cit_be_authoritytech
    46. AI research evidence record anthropic:1-1
    47. AI research evidence record anthropic:7-12
    48. AI research evidence record anthropic:8-12
    49. AI research evidence record openai:c7
    50. AI research evidence record openai:c8
    51. AI research evidence record openai:c1
    52. AI research evidence record openai:c2
    53. AI research evidence record openai:c5
    54. AI research evidence record openai:c3
    55. AI research evidence record anthropic:1-11
    56. AI research evidence record anthropic:1-12
    57. AI research evidence record openai:c4
    58. AI research evidence record openai:c6
    59. AI research evidence record anthropic:13-13
    60. AI research evidence record anthropic:16-2
    61. AI research evidence record deepseek:c2
    62. AI research evidence record openai:c7
    63. AI research evidence record openai:c8
    64. AI research evidence record anthropic:23-2
    65. AI research evidence record anthropic:4-7
    66. AI research evidence record anthropic:31-6
    67. AI research evidence record anthropic:31-9
    68. AI research evidence record anthropic:3-4
    69. AI research evidence record openai:c9
    70. AI research evidence record perplexity:c5
    71. AI research evidence record deepseek:c2
    72. AI research evidence record anthropic:7-19
    73. AI research evidence record anthropic:1-1
    74. AI research evidence record anthropic:7-12
    75. AI research evidence record anthropic:8-12
    76. AI research evidence record anthropic:34-5
    77. AI research evidence record grok:11
    78. AI research evidence record kimi:georion-competitor-claim-1
    79. AI research evidence record anthropic:8-8
    80. AI research evidence record google:cit_be_softwarefinder
    81. AI research evidence record anthropic:8-2
    82. AI research evidence record anthropic:2-4
    83. AI research evidence record google:cit_be_vendr
    84. AI research evidence record openai:c10
    85. AI research evidence record anthropic:3-6
    86. AI research evidence record openai:c1
    87. AI research evidence record anthropic:1-5
    88. AI research evidence record openai:c3
    89. AI research evidence record openai:c6
    90. AI research evidence record anthropic:23-2
    91. AI research evidence record anthropic:22-9
    92. AI research evidence record perplexity:c1
    93. AI research evidence record grok:4
    94. AI research evidence record anthropic:27-1
    95. AI research evidence record openai:c9
    96. AI research evidence record perplexity:c5
    97. AI research evidence record openai:c4
    98. AI research evidence record anthropic:13-13
    99. AI research evidence record deepseek:c1
    100. AI research evidence record openai:c1
    101. AI research evidence record anthropic:6-4
    102. AI research evidence record anthropic:28-19
    103. AI research evidence record anthropic:1-1
    104. AI research evidence record anthropic:27-4
    105. AI research evidence record anthropic:35-1
    106. AI research evidence record kimi:georion-competitor-claim-1
    107. AI research evidence record openai:c1
    108. AI research evidence record anthropic:13-13
    109. AI research evidence record anthropic:18-3
    110. AI research evidence record grok:4
    111. AI research evidence record kimi:georion-competitor-claim-1
    112. AI research evidence record kimi:ayzeo-competitor-claim-1
    113. AI research evidence record kimi:enterprise-aio-competitor-claim-1
    114. AI research evidence record kimi:ultrascout-competitor-claim-1
    115. AI research evidence record anthropic:1-1
    116. AI research evidence record openai:c1
    117. AI research evidence record anthropic:6-4
    118. AI research evidence record deepseek:c1
    119. AI research evidence record openai:c4
    120. AI research evidence record anthropic:13-13
    121. AI research evidence record openai:c2
    122. AI research evidence record anthropic:23-2
    123. AI research evidence record anthropic:8-8
    124. AI research evidence record openai:c10
    125. AI research evidence record anthropic:2-4
    126. AI research evidence record anthropic:31-6
    127. AI research evidence record openai:c1
    128. AI research evidence record openai:c3
    129. AI research evidence record openai:c7
    130. AI research evidence record anthropic:23-2
    131. AI research evidence record openai:c8
    132. AI research evidence record deepseek:c1
    133. AI research evidence record openai:c9
    134. AI research evidence record anthropic:1-1
    135. AI research evidence record anthropic:7-12
    136. AI research evidence record anthropic:8-12
    137. AI research evidence record anthropic:6-4
    138. AI research evidence record google:cit_be_catalyst
    139. AI research evidence record grok:2
    140. AI research evidence record openai:c4
    141. AI research evidence record anthropic:13-13
    142. AI research evidence record anthropic:27-4
    143. AI research evidence record anthropic:35-1
    144. AI research evidence record google:cit_be_authoritytech
    145. AI research evidence record anthropic:7-19
    146. AI research evidence record perplexity:c1
    147. AI research evidence record grok:4
    148. AI research evidence record anthropic:18-3
    149. AI research evidence record anthropic:28-19
    150. AI research evidence record anthropic:1-1
    151. AI research evidence record anthropic:7-12
    152. AI research evidence record anthropic:8-12
    153. AI research evidence record grok:11
    154. AI research evidence record anthropic:6-4
    155. AI research evidence record google:cit_be_catalyst
    156. AI research evidence record openai:c1
    157. AI research evidence record anthropic:27-7
    158. AI research evidence record openai:c7
    159. AI research evidence record openai:c8
    160. AI research evidence record kimi:georion-competitor-claim-1
    161. AI research evidence record deepseek:c1
    162. AI research evidence record deepseek:c4

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
2 of 7
Platform share
29%
Final consensus rank
#7

Research trail and source mix

Configured platforms

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

Source mix

40 independent · 16 company-owned

Evidence support

29 direct · 8 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 0be6bcfc340618e167b6384b56743adb077be3b452e81e35a6c71d2b49e1b941