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AI Consensus Fit Review

Otterly.AI Gemini Visibility Tracking Tool Fit Review

Otterly.AI is a good fit for companies that need recurring, prompt-based monitoring of brand mentions, competitor visibility, cited sources, and changes across Gemini and Google AI experiences, provided they accept that Gemini is a paid add-on rather than part of the base subscription (openai:c1, anthropic:16-6).

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

Answer Capsule

Otterly.AI is a good fit for companies that need recurring, prompt-based monitoring of brand mentions, competitor visibility, cited sources, and changes across Gemini and Google AI experiences, provided they accept that Gemini is a paid add-on rather than part of the base subscription [1]. Five of the seven included platforms named Otterly.AI during the ranking stage — a 71.4% share — with an average listed rank of 5.4 and a best rank of 3 (openai, google, grok, perplexity, deepseek). The strongest reason to consider it is direct, daily Gemini monitoring inside a multi-engine dashboard with citation and competitor reporting. The main limitation is that Gemini coverage costs extra, prompt allowances are capped, and no reviewed source independently validated Gemini measurement accuracy.

Research Snapshot

FieldValue
Platform mentions in ranking stage5 of 7 included platforms
Share of included platform responses71.4%
Average listed rank5.4
Best listed rank3
Relevant product/model/planOtterly.AI Standard or Premium subscription with the Google Gemini add-on; Google AI Mode sold separately
Overall use-case fitGood
Research date2026-09-19

Platforms naming Otterly.AI during ranking discovery: openai, google, grok, perplexity, deepseek. Platforms that did not name it: anthropic and kimi (both still evaluated fit). Fit ratings by platform: grok "strong"; openai, anthropic, google, and perplexity "good"; deepseek "mixed"; kimi "uncertain."

Why Otterly.AI Qualified for This Study

Questions This Section Answers

  • Is Otterly.AI a good choice for Gemini visibility tracking tools?
  • How many AI platforms recommended Otterly.AI for Gemini visibility tracking?

Otterly.AI qualified because it was named by five of the seven included platforms during the ranking stage and because its documented feature set maps directly onto the stated evaluation criteria: recommendations, mentions, citations, competitor visibility, source patterns, and change over time [3]. It cleared the study's minimum-mention threshold of two with a 71.4% platform share.

The qualification is not unanimous. Two platforms — anthropic and kimi — did not name Otterly.AI in ranking discovery, though both still produced fit assessments. Kimi rated the fit "uncertain," stating that no independent source in its retrieved corpus confirmed Gemini-app-specific tracking separate from Google AI Overviews or Google AI Mode [6]. Deepseek rated the fit "mixed" for the same reason, noting that direct coverage of the standalone Gemini app is not clearly documented on the public site [7].

That split matters for buyers. The platforms that rated Otterly.AI highest relied on first-party documentation describing Gemini as a purchasable add-on [8]. The platforms that rated it lowest could not locate that documentation in their own retrieval. The disagreement is about evidence availability, not about a demonstrated product defect.

The Product, Model, Plan, or Service Most Relevant to Gemini Visibility Tracking Tools

Questions This Section Answers

  • Which Otterly.AI plan should a buyer choose if they need Gemini visibility tracking?
  • Does Otterly.AI include Gemini in its base subscription or charge it as an add-on?

The relevant purchase is an Otterly.AI Standard or Premium subscription with the Google Gemini add-on; Google AI Mode is a separate add-on if the buyer also needs Google's AI search surface [11]. Gemini is not included in any base tier.

Otterly.AI describes Gemini coverage as monitoring the Gemini web interface, while Google AI Mode covers Google's AI-driven search experience — two distinct surfaces that must be purchased separately [12]. The base engine bundle on every tier is ChatGPT, Google AI Overviews, Perplexity, and Microsoft Copilot [13].

Plan structure as published: Lite at $29/month with 15 search prompts, Standard at $189/month with 100 prompts, and Premium at $489/month with 400 prompts [16]. Standard and Premium add API and MCP access, unlimited workspaces, and larger GEO audit allowances [18]. Enterprise pricing starts from $1,000/month [19].

For a Gemini-focused buyer, the practical configuration is Standard plus the Gemini add-on, which independent sources price at $248/month before tax [11]. One independent review notes the real monthly cost for a Standard user adding both Gemini and Google AI Mode can exceed $220 before overage prompts [21].

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree Otterly.AI does well for Gemini visibility tracking?
  • Does Otterly.AI track Gemini brand mentions, citations, and competitors?

The strongest area of agreement is that Otterly.AI monitors Gemini as a paid add-on and runs that monitoring on a recurring daily cadence. Five platforms — openai, anthropic, google, grok, and perplexity — independently described Gemini as an add-on rather than a base feature [22]. Otterly.AI's own help documentation states that Gemini monitors the Gemini web interface and that both Gemini and Google AI Mode are optional add-ons available on all plans [27].

Platforms also agreed on the core monitoring dimensions. Otterly.AI states that tracked prompts run daily across supported engines, including Gemini, and that results are analyzed for mentions, descriptions, and ranking changes [28]. Independent reviews describe brand mention, link-citation, and sentiment tracking with weekly reports, plus competitor comparison against up to five competitors on monitored prompts [29]. Link Citations Analysis is explicitly listed as a feature, supporting analysis of which URLs appear in monitored AI answers [22].

A third area of agreement is onboarding speed and pricing transparency. One independent review states that because setup is configuration rather than implementation, most teams are live within a day [32]. Otterly.AI publishes a free trial without a credit card requirement [33], and multiple platforms confirmed the $29 entry price [34].

Agreement among platforms does not establish product quality. These are largely descriptions of vendor-published material, not controlled benchmarks.

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Is Otterly.AI's Gemini tracking independently verified or only vendor-reported?
  • Does Otterly.AI monitor the Gemini app separately from Google AI Overviews and Google AI Mode?

The most consequential disagreement is whether Otterly.AI tracks the standalone Gemini app at all. Deepseek rated the fit "mixed," stating that public evidence of direct Gemini-app monitoring is limited and that coverage of the standalone Gemini app or chat interface is not clearly documented [37]. Kimi rated the fit "uncertain," noting that competitors such as Citenzo, Meev, and GetIntel explicitly document the separation between Gemini-the-app, AI Overviews, and Google AI Mode, while Otterly.AI's specificity for Gemini surfaces was unverified in its corpus [39].

This conflicts with first-party documentation retrieved by other platforms. Otterly.AI's help content states that Gemini monitors the Gemini web interface and Google AI Mode monitors Google's AI search experience [43]. An older third-party or public-sector comparison listed Gemini as unavailable, which conflicts with current first-party documentation [44]. The current first-party pricing documentation is more recent, but buyers should verify at checkout.

Pricing for the Gemini add-on is broadly consistent across sources at $9 (Lite), $59 (Standard), and $149 (Premium) per month, with annual equivalents of $93, $610, and $1,540 [45]. Perplexity nonetheless rated pricing confidence "low," reporting that exact add-on prices vary across public sources [48]. One platform noted channel variation: the Semrush App Center lists some plans starting at $27/month with fewer prompts against an official $29.

Other unresolved items: whether a permanent free tier exists (one independent review reports a 14-day no-card trial while help content also refers to a free tier), how far back historical trend data extends, and whether the GEO audit checks pages specifically for Gemini indexing readiness or applies generic AI-readiness advice.

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • What Gemini-specific features does Otterly.AI include for mentions, citations, and competitor tracking?
  • Can Otterly.AI confirm whether Gemini crawlers actually visited my site?

Gemini coverage is available on all self-serve tiers as a documented add-on, and the surrounding feature set addresses each stated evaluation criterion, though several capabilities are vendor-reported rather than independently benchmarked.

CriterionWhat Otterly.AI providesEvidence status
RecommendationsAI prompt research tool, recommendations, Brand Visibility Index, GEO auditsPlatform-reported; methodology not independently established
MentionsDaily prompt runs analyzed for mentions and descriptionsVendor documentation plus independent review description
CitationsLink Citations Analysis; cited-URL reporting per promptFeature listed; completeness of Gemini citation capture not documented
Competitor visibilityBrand shown against up to five competitors on monitored promptsIndependent review description
Source patternsLink citation analysis of URLs cited in monitored answersSource taxonomy and deduplication not fully specified
Change over timeDaily execution supporting trend and change monitoringHistorical depth not publicly specified

Additional capabilities include GEO URL audits grading pages on 20+ on-page factors such as citation readiness, fluency, and technical schema, with 1,000 audits/month on Lite, 5,000 on Standard, and 10,000 on Premium [51]. Standard and Premium include API and MCP access [53]. Multi-country monitoring covers 50+ countries per one independent directory and 65+ per vendor and other sources — a discrepancy buyers should confirm for their target markets [54].

Two capability limits are consistently reported. First, Otterly.AI tracks what appears in Gemini responses but cannot confirm whether Gemini crawlers actually visited a site [57]. Second, the tool is monitoring-only: it audits content but does not create or rewrite it, and there is no content generation, crawler log analysis, or traffic attribution [59].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does Otterly.AI cost per month with the Gemini add-on, and are there setup fees?
  • What are Otterly.AI's cancellation and renewal terms for a Gemini monitoring subscription?

Base plans are Lite $29/month (15 prompts), Standard $189/month (100 prompts), and Premium $489/month (400 prompts), with annual billing advertised at approximately 15% savings and annual equivalents listed at $25, $160, and $422 per month [62]. The Gemini add-on is $9/month on Lite, $59/month on Standard, or $149/month on Premium; annual add-on pricing is $93, $610, and $1,540 respectively [62]. Google AI Mode is priced identically and separately [62].

Known combined costs:

  • Standard plus Gemini: $248/month before tax at monthly pricing [62]
  • Premium plus Gemini: $638/month before tax at monthly pricing [62]
  • Additional prompt bundles: 100 prompts for $99/month on Standard and Premium; not available on Lite [62]
  • Claude add-on, if needed: $29 (Lite), $109 (Standard), or $439 (Premium) per month (official:C2)
  • Enterprise: custom pricing starting from $1,000/month [67]

Contract terms: monthly and annual billing are offered, and Otterly.AI states plans can be upgraded or downgraded from the account [62]. Cancellation is available anytime through account settings, and all subscriptions are described as monthly-basis (official:C2). The reviewed public materials do not clearly specify refund rules, minimum commitments, renewal mechanics, or exact cancellation cutoff times [62]. Enterprise invoice payment and custom terms are stated as available; standard self-serve payment uses credit/debit card [62]. Listed prices exclude tax, and regional currency, tax treatment, and final checkout totals may vary [62].

One structural cost note: Otterly.AI charges per prompt, per engine, so tracking 100 prompts across five engines consumes 500 capture events [69]. Buyers should confirm how multi-engine tracking counts against plan allowances.

Best Suited For

Questions This Section Answers

  • Who gets the most value from Otterly.AI for Gemini visibility tracking?
  • Is Otterly.AI a good fit for small and mid-sized marketing teams monitoring Gemini?

Otterly.AI is best suited to self-serve SMB and mid-market teams that want a Gemini visibility baseline without an enterprise procurement process. The consensus fit verdict is "good," with grok rating it "strong" and openai, anthropic, google, and perplexity rating it "good".

Specific fits named across platforms:

  • SMEs and marketing teams needing a self-serve Gemini visibility baseline
  • Teams comparing brand and competitor visibility across Gemini, Google AI Overviews, Google AI Mode, ChatGPT, Perplexity, and Copilot in one interface [71]
  • Buyers prioritizing source-citation analysis, share-of-voice-style reporting, daily tracking, and exports or API access on higher plans [72]
  • Solo marketers and small teams launching initial Gemini programs under budget constraints
  • Content teams using GEO audits and crawlability checks to diagnose why pages are not cited by Gemini [73]
  • Teams that value transparent published pricing and quick onboarding over enterprise implementation [74]

Unlimited team seats on every tier, including Lite, remove per-seat licensing costs for agencies and distributed teams [75].

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose Otterly.AI for Gemini visibility tracking?
  • Is Otterly.AI unsuitable for enterprises that need Gemini coverage bundled at base price?

Buyers who need Gemini included in base pricing should look elsewhere. Gemini is a paid add-on on every self-serve tier, and base plans include four fixed engines whether or not the buyer needs them [77].

Other poor fits named across platforms:

  • Organizations needing Gemini coverage on core plans without add-on fees, or managing 500+ tracked prompts per month across multiple brands
  • Teams needing real-time Gemini crawler activity logs or confirmation that Gemini actually visited their sites [79]
  • Businesses seeking integrated content creation, optimization, or AI traffic attribution alongside Gemini visibility tracking [80]
  • Buyers seeking independently validated causal attribution from Gemini visibility to traffic, leads, or revenue
  • Teams requiring coverage of emerging AI models such as DeepSeek, Grok, or Meta AI, which are not supported
  • Enterprises requiring SOC 2 Type II compliance for vendor procurement [82]
  • Buyers whose exclusive requirement is monitoring the standalone Gemini app or Gemini chat experiences
  • Buyers needing deep engineering access or raw data export at scale

One independent review frames the ceiling bluntly: Otterly.AI is strongest for reporting visibility gaps but limited in prescriptive guidance, and teams typically outgrow it within 90 days if taking optimization action is a core need [83].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to Otterly.AI if I need Gemini coverage without add-on fees?
  • When should a buyer choose a Gemini-specialized tracker over Otterly.AI?

Several platforms named conditions under which a different tool fits better. These are platform-reported recommendations, not verified comparisons.

Buyer conditionPlatform-suggested alternative direction
Gemini coverage included in base pricing without per-model surchargeZeroRank, which includes 17 models on every plan; LLM Pulse offers Gemini and Google AI Mode natively in standard plans
Content generation, optimization, and publishing automation alongside monitoringProfound, Zerply with Foundry, or Scrunch AI
Enterprise scale: 10+ brands or 1,000+ tracked prompts monthly with governance and SSOProfound
Real-time Gemini crawler activity logsProfound Agent Analytics or Dageno Botsight
Gemini-only measurement at lower total cost without paying for unrelated enginesA Gemini-specialized tracker
Existing SEO tooling integrationSemrush AI Toolkit or BrightEdge AI Visibility modules
Revenue attribution and SOC 2 complianceThriveStack Citedby
Documented Gemini-app separation from AI Overviews and AI ModeCitenzo, Meev, GetIntel, or RankZero
Multilingual monitoring across 100+ languagesPeec AI, which supports 115+ languages

For buyers who want to compare Otterly.AI against the full field before deciding, the Gemini Visibility Tracking Tools consensus index ranks the platforms that qualified for this study.

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with Otterly.AI before paying for Gemini coverage?
  • How do I verify Otterly.AI's Gemini add-on pricing and prompt counting before signing up?

Platforms converged on a verification checklist. The recurring items:

  • Does the Gemini add-on cover the exact Gemini surface and account or location configuration relevant to the buyer, and is Google AI Mode a separate required purchase?
  • Are US English prompts, location targeting, device settings, personalization controls, and result snapshots supported?
  • How are Gemini mentions, competitors, citations, sentiment, rankings, and visibility scores defined and deduplicated?
  • Are Gemini answers stored as historical snapshots, and can raw responses and cited URLs be exported through the UI or API?
  • How far back does historical visibility trend data extend — 6 months, 12 months, or only recent weeks?
  • If 100 prompts are tracked across Gemini plus three base engines, how many prompt capture events are counted against the plan allowance? [85]
  • Are unused prompts rolled over, and what are the overage rules for prompt bundles, API, MCP, exports, and workspaces?
  • What are the exact annual renewal price, tax, refund, cancellation, retention, security, and data-processing terms?
  • Does the GEO audit check pages specifically for Gemini indexing readiness, or is it generic AI readiness advice?
  • Can Otterly.AI demonstrate a sample report using the buyer's US prompts and competitors before purchase?

Buyers evaluating the broader category can also review the ai visibility llm monitoring directory for adjacent tools and criteria.

Final AI Consensus Verdict

Good fit, with material caveats. Five of seven included platforms named Otterly.AI during ranking discovery, and the consensus fit rating is "good," with one platform at "strong," four at "good," one at "mixed," and one at "uncertain".

Otterly.AI directly covers Gemini monitoring and the requested visibility dimensions: prompt tracking, daily changes, competitors, and cited sources [86]. The principal tradeoffs are paid Gemini coverage, prompt-volume economics, sampling dependence, and limited independent validation of Gemini-specific measurement quality. It is strongest for self-serve SMB and mid-market monitoring programs and weaker for Gemini-only or highly governed enterprise requirements.

The unresolved question is surface specificity. First-party documentation describes Gemini as monitoring the Gemini web interface [88], but two platforms could not confirm Gemini-app-specific tracking separate from AI Overviews or AI Mode. Buyers whose core requirement is Gemini-native measurement should validate that coverage explicitly — ideally with a sample report on their own prompts — before committing to an annual term.

How This Review Was Produced

This review evaluates Otterly.AI only for the Gemini Visibility Tracking Tools use case. It is not a broad company review. Seven AI platforms were queried with the same buyer prompt: a company wants to monitor how its brand appears across Gemini and related Google AI experiences, and wants to understand recommendations, mentions, citations, competitor visibility, source patterns, and changes over time.

Platforms that named Otterly.AI during ranking discovery were counted toward the mention statistic. All seven platforms produced fit assessments regardless of whether they named the entity. Fit ratings, pricing figures, feature claims, and limitations are drawn from the platform responses and their cited sources. Company-owned sources are labeled as such; independent reviews and directories are labeled separately in the Sources section.

Methodology Limitations

  • The authoritative research date is 2026-09-19. Platform-reported research dates are provenance metadata and do not independently prove freshness. Deepseek reported a research date of 2026-06-19, three months earlier than the run date.
  • Platform mentions count only platforms that named Otterly.AI during ranking discovery. Two included platforms did not name it but still evaluated fit.
  • Conflicting product names, pricing, and capabilities were not resolved by guessing. Where sources conflict, the conflict is described and buyers are directed to verify.
  • Supplied URLs were collected from platform responses and were not independently validated by the writer stage.
  • Citations are platform-reported evidence, not independently verified facts. No-search model claims require explicit verification before being described as current facts. Deepseek ran with search disabled.
  • No reviewed source independently validated whether Otterly.AI's Gemini measurements are representative, reproducible, or predictive of business outcomes.
  • Favorable feature and pricing claims are primarily vendor-reported.
  • Agreement among AI platforms does not establish product quality.

Sources

Company-Owned Sources

  • Gemini Visibility Tracker for Brand Mentions: https://arvow.com/gemini-visibility-tracker
  • Gemini Visibility Tracker — See If Google Gemini Recommends You: https://citenzo.com/gemini-visibility-tracker/
  • Gemini Visibility Tracker: Track Your Brand in Gemini: https://getintel.ai/gemini-visibility-tracker/
  • How can I purchase Google AI Mode/Gemini/Claude?: https://help.otterly.ai/how-can-i-purchase-extra-engines
  • How often does OtterlyAI check AI search engines?: https://help.otterly.ai/monitoring-interval
  • Which AI searches does OtterlyAI support?: https://help.otterly.ai/which-ai-searches-does-otterlyai-support
  • Gemini Visibility Tracking — Get Cited by Google's Gemini: https://meev.ai/platform/gemini-visibility
  • Otterly.AI — AI Search Monitoring: https://otterly.ai/
  • Introducing Support for Google AI Mode, Gemini & Copilot: https://otterly.ai/blog/ai-mode-copilot-gemini/
  • Best AI Search Monitoring Tools (2026): Track Brand Visibility Across AI Search Engines: https://otterly.ai/blog/best-ai-search-monitoring-and-llm-monitoring-solutions/
  • Enterprise AI Search Visibility Tool | OtterlyAI Platform: https://otterly.ai/enterprise-ai-search-visibility-tool
  • AI Search Monitoring Tool Features | OtterlyAI Platform: https://otterly.ai/features
  • OtterlyAI Pricing - Transparent & Simple: https://otterly.ai/pricing/
  • Track Gemini AI Search Visibility and Brand Mentions: https://seranking.com/gemini-visibility-tracker.html
  • Gemini Visibility Tracker: Monitor Your Brand in Google Gemini: https://www.rankzero.io/trackers/gemini
  • Official pricing and terms source: https://otterly.ai/terms
  • Additional AI research evidence88 records
    1. AI research evidence record openai:c1
    2. AI research evidence record anthropic:16-6
    3. AI research evidence record openai:c1
    4. AI research evidence record anthropic:6-2
    5. AI research evidence record deepseek:otterly-features
    6. AI research evidence record kimi:missing_otterly
    7. AI research evidence record deepseek:otterly-home
    8. AI research evidence record grok:web:2
    9. AI research evidence record grok:web:7
    10. AI research evidence record openai:c2
    11. AI research evidence record openai:c1
    12. AI research evidence record openai:c2
    13. AI research evidence record anthropic:16-5
    14. AI research evidence record anthropic:16-10
    15. AI research evidence record google:otterly_geoptie_review
    16. AI research evidence record anthropic:10-1
    17. AI research evidence record anthropic:10-2
    18. AI research evidence record anthropic:17-1
    19. AI research evidence record perplexity:c5
    20. AI research evidence record anthropic:12-1
    21. AI research evidence record anthropic:18-1
    22. AI research evidence record openai:c1
    23. AI research evidence record anthropic:16-6
    24. AI research evidence record google:otterly_pricing_faq
    25. AI research evidence record grok:web:7
    26. AI research evidence record perplexity:c2
    27. AI research evidence record openai:c2
    28. AI research evidence record openai:c3
    29. AI research evidence record anthropic:5-1
    30. AI research evidence record anthropic:6-9
    31. AI research evidence record anthropic:6-2
    32. AI research evidence record anthropic:6-15
    33. AI research evidence record anthropic:3-2
    34. AI research evidence record anthropic:3-4
    35. AI research evidence record grok:web:11
    36. AI research evidence record perplexity:c1
    37. AI research evidence record deepseek:otterly-home
    38. AI research evidence record deepseek:otterly-features
    39. AI research evidence record kimi:missing_otterly
    40. AI research evidence record kimi:citenzo_gemini
    41. AI research evidence record kimi:meev_gemini
    42. AI research evidence record kimi:getintel_gemini
    43. AI research evidence record openai:c2
    44. AI research evidence record openai:c5
    45. AI research evidence record openai:c1
    46. AI research evidence record anthropic:16-6
    47. AI research evidence record grok:web:11
    48. AI research evidence record perplexity:c2
    49. AI research evidence record perplexity:c3
    50. AI research evidence record perplexity:c6
    51. AI research evidence record anthropic:1-8
    52. AI research evidence record anthropic:12-11
    53. AI research evidence record anthropic:17-1
    54. AI research evidence record anthropic:5-1
    55. AI research evidence record google:otterly_geo_features
    56. AI research evidence record grok:web:2
    57. AI research evidence record anthropic:30-1
    58. AI research evidence record anthropic:30-2
    59. AI research evidence record anthropic:33-9
    60. AI research evidence record anthropic:34-1
    61. AI research evidence record anthropic:34-2
    62. AI research evidence record openai:c1
    63. AI research evidence record anthropic:10-1
    64. AI research evidence record anthropic:10-2
    65. AI research evidence record anthropic:16-6
    66. AI research evidence record anthropic:12-1
    67. AI research evidence record perplexity:c5
    68. AI research evidence record perplexity:c2
    69. AI research evidence record anthropic:33-2
    70. AI research evidence record anthropic:33-3
    71. AI research evidence record anthropic:1-1
    72. AI research evidence record anthropic:17-1
    73. AI research evidence record anthropic:1-8
    74. AI research evidence record anthropic:6-15
    75. AI research evidence record anthropic:17-4
    76. AI research evidence record google:otterly_ryze_review
    77. AI research evidence record openai:c1
    78. AI research evidence record anthropic:16-6
    79. AI research evidence record anthropic:30-1
    80. AI research evidence record anthropic:34-1
    81. AI research evidence record anthropic:34-2
    82. AI research evidence record google:otterly_vs_citedby
    83. AI research evidence record anthropic:9-3
    84. AI research evidence record anthropic:28-6
    85. AI research evidence record anthropic:33-3
    86. AI research evidence record anthropic:6-2
    87. AI research evidence record openai:c3
    88. AI research evidence record openai:c2

Independent Sources

Verify this research

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

Study date
September 19, 2026
Platforms analyzed
7
Source records
47
Ranking mentions
5 of 7
Platform share
71%
Final consensus rank
#3

Research trail and source mix

Configured platforms

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

Source mix

25 independent · 22 company-owned

Evidence support

36 direct · 11 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 c11034a3ea17e063ef4e199d3d9341019209e0abbb3d6cdbbaed23009392e3ab