AI Consensus Fit Review

Medical Guardian for Dementia and Wandering Risk Management - AI Consensus Fit Review

Medical Guardian is a mixed-to-good fit for dementia and wandering risk management, not a dedicated wandering-prevention system.

Situation-specific fit reviewA focused review of how this provider fits the needs addressed by this research category.
Built for careful comparisonSee the strengths, limitations, pricing considerations, and questions worth investigating before you decide.
Medical Guardian for Dementia and Wandering Risk Management hero image
medical-alert-systemsPublished by Aging in Place Index to support informed aging-in-place decisions.

Answer Capsule

Medical Guardian is a mixed-to-good fit for dementia and wandering risk management, not a dedicated wandering-prevention system. Three of seven AI research platforms named Medical Guardian during the ranking stage (43% platform share), with an average listed rank of 3.0 and a best rank of 1. The strongest reason to consider it is the combination of GPS-enabled wearables, the MyGuardian caregiver app, and 24/7 professional emergency monitoring that can escalate a wandering-related emergency. The main limitation is that geofencing with automatic boundary-exit alerts is not consistently verified across official documentation and independent reviews, and the MGMini Lite—the most frequently recommended model—is described on Medical Guardian's current product page as using Wi-Fi positioning rather than clearly confirmed GPS. Caregivers of seniors with moderate-to-advanced wandering risk should verify geofencing, location-refresh intervals, and battery performance before purchase.

Research Snapshot

MetricValue
Platform mentions in ranking stage3 of 7 platforms (anthropic, deepseek, openai)
Share of included platform responses43% (3 of 7)
Average listed rank3.0
Best listed rank1 (deepseek)
Relevant product/model/planActive Guardian with GPS; MGMini Lite with MyGuardian app; MGMini or MGMove with professional monitoring
Overall use-case fitMixed to good (ratings: strong, good, good, good, mixed, mixed, uncertain)
Research date2026-08-10

Why Medical Guardian Qualified for This Study

Medical Guardian qualified because its product line includes GPS-enabled mobile medical alert devices with caregiver-facing app features and professional monitoring, which are baseline requirements for dementia wandering risk management [1]. The company markets the Active Guardian with GPS and geofencing capabilities, and the MyGuardian app provides caregiver access to location-related features [2]. Independent reviews have ranked Medical Guardian among top medical alert systems for seniors with dementia [4], and the MGMini Lite has been described as critical for dementia patients prone to wandering due to its GPS, Wi-Fi, and LTE location tracking [5].

What the AI Platforms Agreed About

Strong agreement: Medical Guardian provides solid GPS-enabled emergency response, but it is not a purpose-built wandering-prevention system. Five of seven platforms rated it "good" or "strong" for this use case, while two rated it "mixed" and one rated it "uncertain." The platforms converged on several specific findings:

GPS and location tracking are present but not continuously verified. The Active Guardian documentation lists GPS, Wi-Fi positioning, approximately 9-meter location accuracy, and Verizon 4G connectivity [6]. The MGMini offers hourly location updates with OmniSIM dual-network backup, and tested accuracy ranges from 30 feet in good coverage to 70+ feet in rural areas [8]. However, multiple platforms noted that location updates are periodic or on-demand rather than continuous real-time streaming [10].

The MyGuardian caregiver app is a genuine strength. The app provides location history, activity tracking, battery status, reminders, messaging, and care-circle support [12]. Independent testing ranked the MyGuardian app #1 for customer care, and it includes 30-day location history accessible on iOS, Android, and desktop [14]. Caregiver tracking is free with MGMini but costs $2.99/month with other models [16].

24/7 professional monitoring is well-documented. Medical Guardian connects devices to 24/7 certified emergency dispatchers, with independent testing reporting connection times under 30 seconds [17]. The monitoring center holds TMA Five Diamond, ESA Security, FM Approved, and UL Listed certifications [18]. Two-way voice communication allows operators to speak through the device and dispatch emergency services if there is no response [19].

Battery life varies significantly by model, creating a compliance risk. The Active Guardian lasts approximately 5 to 7 days per charge [6], while the MGMini Lite requires daily charging with approximately 36 hours of battery life [20]. Independent testing reported the MGMini lasting 3-5 days and the Active Guardian up to 8 days [22]. Daily charging creates a material risk of coverage gaps for a person with cognitive decline [6].

Where the AI Platforms Disagreed or Were Uncertain

Geofencing capability is the central conflict. Some platforms reported that the MyGuardian app supports geofencing alerts that notify caregivers when a user leaves a designated safe zone [23]. However, other platforms found that geofencing and automatic boundary-exit alerts were not verified in official documentation [26], and one independent review recommended buyers "keep shopping if you need geofencing" for Medical Guardian devices [28]. The SafeHome.org review praises geofencing alerts as a Medical Guardian feature, while SafeWise's dementia review suggests the opposite [29]. This conflict was not resolved by the supplied evidence.

MGMini Lite GPS status is disputed. The ranking-stage recommendation describes MGMini Lite as GPS-enabled, and independent reviews describe it as using GPS, Wi-Fi, and LTE location tracking [30]. However, the current official MGMini Lite product page and support page describe Wi-Fi positioning and do not clearly confirm GPS [31]. This is a material discrepancy that caregivers must verify directly with Medical Guardian.

Fit ratings ranged from "strong" to "uncertain." DeepSeek rated Medical Guardian a "strong" fit, citing geofencing, caregiver app, and 24/7 monitoring [25]. OpenAI and Kimi rated it "mixed," noting that geofencing and continuous tracking were not verified [26]. Perplexity rated it "uncertain," stating that the verified evidence was insufficient to confirm wandering-specific functions [34].

Battery life for MGMini Lite was reported inconsistently. Sources cited 36 hours, up to 5 days, and one Amazon listing claimed up to 7 days [35]. Actual performance likely varies by model year and usage.

Fall detection performance was inconsistent in independent testing. The MGMini detected only 1 of 10 simulated falls, while the MGMini Lite detected 8 of 10 [38]. Medical Guardian recommends fall detection for epilepsy, Parkinson's, diabetes, and MS—not specifically for dementia [38].

Use-Case-Specific Features and Capabilities

GPS Precision and Location Refresh Rate

The Active Guardian uses GPS, Wi-Fi positioning, and Verizon 4G connectivity with approximately 9-meter location accuracy [39]. The MGMini offers hourly location updates with OmniSIM dual-network (AT&T/Verizon) backup, while the MGMini Lite runs on AT&T only [41]. Tested accuracy ranges from 30 feet in good coverage to 70+ feet in rural areas, with some testing showing up to 100 feet variance in rural locations [42]. The Active Guardian uses WiFi+GPS hybrid for faster location identification within seconds [44]. Location updates are typically periodic rather than continuous real-time streaming [45].

Geofencing and Automatic Wandering Alerts

This is the most contested feature. Some sources confirm that the MyGuardian app supports geofencing alerts that notify caregivers when the wearer leaves a designated safe zone [47]. Other platforms found that caregiver-configurable geofences and automatic boundary-exit alerts were not verified in official documentation [50]. One independent dementia-focused review explicitly recommends shopping elsewhere if geofencing is a primary requirement [52]. The SafeHome.org review praises geofencing alerts as a Medical Guardian feature, creating a direct conflict with the SafeWise recommendation [53].

Caregiver App Quality

The MyGuardian app is the strongest verified feature. It provides location history, activity tracking, step counting, battery status monitoring, reminders, messaging, and care-circle support [50]. The app was ranked #1 by safety.com for customer care and praised in independent testing for its intuitive interface and real-time location tracking [54]. It includes 30-day location history and is accessible on iOS, Android, and desktop [55]. Caregiver tracking is free with MGMini but costs $2.99/month with other models [43].

Emergency Call Escalation

Medical Guardian connects devices to 24/7 certified emergency dispatchers, with independent testing reporting connection times under 30 seconds [56]. The monitoring center holds TMA Five Diamond, ESA Security, FM Approved, and UL Listed certifications [57]. Operators attempt two-way voice communication through the device and may dispatch emergency services if there is no response [58]. Forbes Health reported a measured delay before reaching a dispatcher in its testing, though this may not apply uniformly to every product or call type [59].

Wearable Comfort and Waterproofing

The MGMini Lite is a bracelet-style device weighing 0.004 pounds that resembles a fitness tracker, designed for continuous wear [60]. Independent reviewers note it is more likely to be remembered and used because it is worn on the visible wrist [61]. The MGMini is a pendant necklace weighing one ounce [60]. The MGMove smartwatch may cause confusion due to touchscreen complexity for dementia patients [61]. Devices are water-resistant with IP67 ratings, safe for shower use but not prolonged submersion [62]. The Active Guardian is documented as IP67 or IPX7 depending on the official document reviewed [39].

Battery Life and Charging Burden

Battery life varies significantly by model. The Active Guardian lasts approximately 5 to 7 days per charge [39], with independent testing reporting up to 8 days [63]. The MGMini lasts 3-5 days [64]. The MGMini Lite requires daily charging with approximately 36 hours of battery life and a 3-4 hour recharge cycle [65]. Daily charging creates a material risk of coverage gaps for a person with cognitive decline [39].

Cellular and Environmental Limitations

The Active Guardian requires adequate Verizon 4G coverage [39]. Official support warns that wooded areas, concrete buildings, metal roofing or siding, and other environmental conditions can impair connectivity and location performance [39]. The MGMini Lite runs on AT&T only, while the MGMini offers dual-network backup [42]. Forbes Health reported that some devices do not work without cellular service [59].

Pricing, Fees, Contracts, and Ongoing Costs

Pricing information varies across sources, and the current official site does not clearly expose an Active Guardian product-price page [66]. The following reflects the range reported by platforms:

ItemReported CostSource Confidence
MGMini Lite monthly$42.95–$46.95/monthModerate to high
MGMini monthly$39.95–$43.95/monthModerate
MGMove monthly$38.95–$42.95/monthModerate
Active Guardian monthly~$49.99/month (unverified)Low
MGMini Lite equipment fee$149.95 one-timeHigh
MGMove equipment fee$199.95 one-timeModerate
Fall detection add-on$10/monthHigh
Caregiver trackingFree with MGMini; $2.99/month other modelsHigh
Activation feeUp to $99.95 (sometimes waived)Low
Shipping$12.50 standard; $25–$35 expressModerate

Medical Guardian publicly states that it does not require a long-term contract and does not charge equipment, activation, or cancellation fees on its FAQ page [67]. However, the support cancellation policy states that a three-month minimum commitment applies, leased equipment not returned within 30 days may incur a charge of up to $350, and leased-device refunds may be reduced by a restocking fee of up to $50 [68]. Cancellation processing and refunds may take up to 30 days [68]. Promotional discounts may be forfeited if the order or billing cycle is changed within 12 months [68]. DeepSeek reported early termination fees up to $199.95 if cancelling within the first 7 months, which conflicts with the no-cancellation-fee statement [69]. A Protection Plan is optional with an additional recurring cost, but its current price was not verified [68].

Best Suited For

Medical Guardian is best suited for caregivers of seniors with early-stage dementia who can still press a help button and will reliably wear and charge a device [70]. The system is appropriate when the primary need is professional 24/7 emergency response combined with basic location visibility for a mobile senior [72]. It works well for families who want one system for both medical emergencies and occasional location checks, and who value a caregiver app with location history and activity tracking [74]. The MGMini Lite's simple single-button wristband design is less likely to be removed by the user than more complex devices [76].

Probably Not Best Suited For

Medical Guardian is probably not the best choice for seniors with moderate-to-advanced dementia who require automatic geofencing boundary alerts without manual caregiver checks [78]. It is not ideal for users who may remove, lose, forget to charge, or cannot reliably operate a wearable device [80]. The system is not a dedicated dementia wander-management platform, and it lacks the specialized behavioral monitoring found in purpose-built solutions [79]. Caregivers seeking continuous real-time tracking with frequent location refresh intervals should look elsewhere [83]. Rural coverage may be a limitation depending on the device's network (AT&T only for MGMini Lite) [84].

When Another Option May Be Better

Consider a dedicated GPS dementia-wandering solution when automatic geofencing, exit alerts, frequent location refresh, and caregiver-focused tracking are primary requirements [85]. Specialized devices like Otiom, Sensorem, Zembro Wander Alert, and Lifeline On the Go with Wandering explicitly market wandering-specific features including geofencing, automatic alerts upon boundary exit, and designs developed with dementia caregivers [86]. Otiom offers a month-long battery and rental model (€299 purchase or €29/month rental), and Zembro Wander Alert costs €18/month for connectivity plus alerts [86]. Consider a system with longer battery life or automatic charging support when the senior cannot reliably recharge a device daily [85]. Consider a home-based sensor, door alarm, or integrated care platform when wandering occurs primarily inside the home or at night [85]. Consider another medical alert provider when independently published response-time, GPS-refresh, or geofence-performance data are required before purchase [85].

Questions to Verify Before Buying

  1. Does the selected device use GPS, Wi-Fi, cellular positioning, or a combination, and what location accuracy should be expected indoors, outdoors, and in wooded or rural areas? [90]
  2. Does MyGuardian support configurable geofences and automatic caregiver alerts when the wearer leaves or enters a defined area? [93]
  3. What is the normal and worst-case location-refresh interval when the device is moving? [90]
  4. Are caregiver alerts delivered by push notification, SMS, email, or phone call, and what happens if an alert is not acknowledged? [93]
  5. What is the exact emergency call chain after a wandering-related button press, fall alert, or caregiver request? [97]
  6. What happens when the wearer does not answer the monitoring center, the device loses cellular service, or GPS cannot obtain a fix? [90]
  7. What is the tested battery life with GPS, fall detection, and normal movement enabled, and can caregivers receive low-battery alerts? [90]
  8. Can the senior wear the device in the shower, and is it safe for bathing or only splash exposure? [90]
  9. How discreet and secure are the attachment options for a person who removes or misplaces wearables? [90]
  10. What are the three-month minimum, restocking-fee, unreturned-equipment, Protection Plan, shipping, tax, and promotional-discount terms for the exact order? [99]
  11. Can the family conduct a live GPS, geofence, battery, and emergency-escalation test during the return period? [90]
  12. Is Active Guardian currently available for new U.S. customers, and what is its exact monthly price, device fee, fall-detection fee, and billing-cycle price? [90]

Final AI Consensus Verdict

Medical Guardian is a mixed-to-good fit for dementia and wandering risk management. The AI platforms agreed that it provides reliable GPS-enabled emergency response, a strong caregiver app, and professional 24/7 monitoring—all valuable for a mobile senior with early-stage dementia. However, the platforms disagreed on whether geofencing with automatic boundary-exit alerts is a standard, verified feature, and the current MGMini Lite product page does not clearly confirm GPS. The system is stronger as an emergency-response platform than as a dedicated anti-wandering or elopement-monitoring system. For caregivers of seniors with moderate-to-advanced wandering risk where automatic boundary alerts are critical, a purpose-built dementia tracker may be a better fit. Before purchase, obtain written confirmation of the exact device's positioning technology, geofence capability, refresh interval, battery performance, and escalation workflow [100].

For a broader comparison of how Medical Guardian and other providers rank for this use case, see the Dementia & Wandering Risk Management consensus index. You can also browse other options in our medical alert systems directory.

How This Review Was Produced

This review was produced by aggregating fit-research responses from seven AI platforms (OpenAI, Anthropic, DeepSeek, Google, Grok, Kimi, and Perplexity), each of which evaluated Medical Guardian against the category criteria of GPS precision, geofencing alerts, caregiver app quality, wearable comfort, emergency call escalation, battery life, waterproofing, and location refresh rate. The research date for this study is 2026-08-10. Platform-reported research dates varied: DeepSeek reported 2026-04-08, while all other platforms reported 2026-08-10. Three of seven platforms named Medical Guardian during the ranking stage (anthropic, deepseek, openai), with an average listed rank of 3.0 and a best rank of 1. The remaining four platforms (google, grok, kimi, perplexity) evaluated fit without naming the entity during ranking discovery.

Methodology Limitations

  • The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
  • Platform-reported research dates differ from the authoritative run date; DeepSeek's research date of 2026-04-08 predates the study date of 2026-08-10.
  • Official-site retrieval failed for one or more mentions; no failed fetch was used as a verified domain key.
  • A product-labeled company mention was merged using matching company-name and supplied-domain signatures.
  • AI-platform agreement does not prove product quality; it reflects the platforms' synthesis of the supplied sources.
  • Pricing information varies across sources and may be affected by promotions, billing cycles, and unverified current product pages.
  • The geofencing capability conflict between sources was not resolved by the supplied evidence and requires direct verification with Medical Guardian.
  • No platform reported personal testing of the devices; independent testing results cited are from third-party review publications.

Sources

Company-Owned Sources

  • Otiom GPS for people with dementia | Otiom dementia tracker: https://otiom.com/
  • Medical Guardian MGMini Medical Alert Device for Seniors (Amazon): https://www.amazon.com/Medical-Guardian-MGMini-Water-Resistant-Emergency/dp/B0CHGXYM2X
  • On The Go with Wandering | GPS Tracker for Seniors | Lifeline: https://www.lifeline.ca/en/products/on-the-go-with-wandering/
  • Medical Emergency Response Device FAQs: https://www.medicalguardian.com/faq
  • Medical Guardian Active Guardian Review: https://www.medicalguardian.com/medical-alert-systems
  • MGMini Lite: Wearable Medical Alert Smartwatch: https://www.medicalguardian.com/medical-alert-systems/mini-lite
  • Medical Guardian 2026 Reviews and Pricing: https://www.medicalguardian.com/reviews
  • FAQs | Medical Guardian Support: https://www.medicalguardian.com/support/faqs/
  • Dementia tracker | GPS watch | Personal alarm with GPS: https://www.sensorem.com/en/dementia-tracker/
  • Wander Alert with 4 BLE Beacons – Zembro: https://www.zembro.com/products/wander-alert
  • Additional AI research evidence102 records
    1. AI research evidence record perplexity:c1
    2. AI research evidence record deepseek:c1
    3. AI research evidence record deepseek:c2
    4. AI research evidence record anthropic:c1
    5. AI research evidence record google:1.2.4
    6. AI research evidence record openai:c1
    7. AI research evidence record openai:c2
    8. AI research evidence record anthropic:c5
    9. AI research evidence record anthropic:c8
    10. AI research evidence record grok:c1
    11. AI research evidence record kimi:c1
    12. AI research evidence record openai:c4
    13. AI research evidence record openai:c5
    14. AI research evidence record anthropic:c3
    15. AI research evidence record anthropic:c12
    16. AI research evidence record anthropic:c19
    17. AI research evidence record anthropic:c13
    18. AI research evidence record anthropic:c20
    19. AI research evidence record openai:c6
    20. AI research evidence record openai:c3
    21. AI research evidence record anthropic:c2
    22. AI research evidence record anthropic:c14
    23. AI research evidence record google:2.2.1
    24. AI research evidence record grok:c2
    25. AI research evidence record deepseek:c1
    26. AI research evidence record openai:c4
    27. AI research evidence record openai:c5
    28. AI research evidence record anthropic:c11
    29. AI research evidence record anthropic:c10
    30. AI research evidence record google:1.2.4
    31. AI research evidence record openai:c3
    32. AI research evidence record deepseek:c2
    33. AI research evidence record kimi:c1
    34. AI research evidence record perplexity:c1
    35. AI research evidence record anthropic:c2
    36. AI research evidence record google:1.1.1
    37. AI research evidence record anthropic:c5
    38. AI research evidence record anthropic:c18
    39. AI research evidence record openai:c1
    40. AI research evidence record openai:c2
    41. AI research evidence record anthropic:c5
    42. AI research evidence record anthropic:c8
    43. AI research evidence record anthropic:c19
    44. AI research evidence record anthropic:c9
    45. AI research evidence record deepseek:c2
    46. AI research evidence record kimi:c1
    47. AI research evidence record google:2.2.1
    48. AI research evidence record grok:c2
    49. AI research evidence record deepseek:c1
    50. AI research evidence record openai:c4
    51. AI research evidence record openai:c5
    52. AI research evidence record anthropic:c11
    53. AI research evidence record anthropic:c10
    54. AI research evidence record anthropic:c3
    55. AI research evidence record anthropic:c12
    56. AI research evidence record anthropic:c13
    57. AI research evidence record anthropic:c20
    58. AI research evidence record openai:c6
    59. AI research evidence record openai:c7
    60. AI research evidence record anthropic:c6
    61. AI research evidence record anthropic:c16
    62. AI research evidence record anthropic:c15
    63. AI research evidence record anthropic:c14
    64. AI research evidence record anthropic:c2
    65. AI research evidence record openai:c3
    66. AI research evidence record openai:c1
    67. AI research evidence record openai:c6
    68. AI research evidence record openai:c9
    69. AI research evidence record deepseek:c2
    70. AI research evidence record anthropic:c1
    71. AI research evidence record anthropic:c16
    72. AI research evidence record openai:c1
    73. AI research evidence record openai:c4
    74. AI research evidence record kimi:c1
    75. AI research evidence record anthropic:c12
    76. AI research evidence record google:1.2.4
    77. AI research evidence record google:1.1.7
    78. AI research evidence record anthropic:c11
    79. AI research evidence record kimi:c1
    80. AI research evidence record openai:c1
    81. AI research evidence record openai:c2
    82. AI research evidence record openai:c3
    83. AI research evidence record grok:c1
    84. AI research evidence record anthropic:c8
    85. AI research evidence record openai:c1
    86. AI research evidence record kimi:c2
    87. AI research evidence record kimi:c3
    88. AI research evidence record kimi:c4
    89. AI research evidence record kimi:c5
    90. AI research evidence record openai:c1
    91. AI research evidence record openai:c2
    92. AI research evidence record openai:c3
    93. AI research evidence record openai:c4
    94. AI research evidence record openai:c5
    95. AI research evidence record anthropic:c11
    96. AI research evidence record deepseek:c2
    97. AI research evidence record openai:c6
    98. AI research evidence record anthropic:c16
    99. AI research evidence record openai:c9
    100. AI research evidence record openai:c1
    101. AI research evidence record anthropic:c11
    102. AI research evidence record kimi:c1

Independent Sources

Other Sources

  • Medical Guardian Apps on the App Store: https://apps.apple.com/us/app/medical-guardian/id1459458892
  • Additional AI research evidence102 records
    1. AI research evidence record perplexity:c1
    2. AI research evidence record deepseek:c1
    3. AI research evidence record deepseek:c2
    4. AI research evidence record anthropic:c1
    5. AI research evidence record google:1.2.4
    6. AI research evidence record openai:c1
    7. AI research evidence record openai:c2
    8. AI research evidence record anthropic:c5
    9. AI research evidence record anthropic:c8
    10. AI research evidence record grok:c1
    11. AI research evidence record kimi:c1
    12. AI research evidence record openai:c4
    13. AI research evidence record openai:c5
    14. AI research evidence record anthropic:c3
    15. AI research evidence record anthropic:c12
    16. AI research evidence record anthropic:c19
    17. AI research evidence record anthropic:c13
    18. AI research evidence record anthropic:c20
    19. AI research evidence record openai:c6
    20. AI research evidence record openai:c3
    21. AI research evidence record anthropic:c2
    22. AI research evidence record anthropic:c14
    23. AI research evidence record google:2.2.1
    24. AI research evidence record grok:c2
    25. AI research evidence record deepseek:c1
    26. AI research evidence record openai:c4
    27. AI research evidence record openai:c5
    28. AI research evidence record anthropic:c11
    29. AI research evidence record anthropic:c10
    30. AI research evidence record google:1.2.4
    31. AI research evidence record openai:c3
    32. AI research evidence record deepseek:c2
    33. AI research evidence record kimi:c1
    34. AI research evidence record perplexity:c1
    35. AI research evidence record anthropic:c2
    36. AI research evidence record google:1.1.1
    37. AI research evidence record anthropic:c5
    38. AI research evidence record anthropic:c18
    39. AI research evidence record openai:c1
    40. AI research evidence record openai:c2
    41. AI research evidence record anthropic:c5
    42. AI research evidence record anthropic:c8
    43. AI research evidence record anthropic:c19
    44. AI research evidence record anthropic:c9
    45. AI research evidence record deepseek:c2
    46. AI research evidence record kimi:c1
    47. AI research evidence record google:2.2.1
    48. AI research evidence record grok:c2
    49. AI research evidence record deepseek:c1
    50. AI research evidence record openai:c4
    51. AI research evidence record openai:c5
    52. AI research evidence record anthropic:c11
    53. AI research evidence record anthropic:c10
    54. AI research evidence record anthropic:c3
    55. AI research evidence record anthropic:c12
    56. AI research evidence record anthropic:c13
    57. AI research evidence record anthropic:c20
    58. AI research evidence record openai:c6
    59. AI research evidence record openai:c7
    60. AI research evidence record anthropic:c6
    61. AI research evidence record anthropic:c16
    62. AI research evidence record anthropic:c15
    63. AI research evidence record anthropic:c14
    64. AI research evidence record anthropic:c2
    65. AI research evidence record openai:c3
    66. AI research evidence record openai:c1
    67. AI research evidence record openai:c6
    68. AI research evidence record openai:c9
    69. AI research evidence record deepseek:c2
    70. AI research evidence record anthropic:c1
    71. AI research evidence record anthropic:c16
    72. AI research evidence record openai:c1
    73. AI research evidence record openai:c4
    74. AI research evidence record kimi:c1
    75. AI research evidence record anthropic:c12
    76. AI research evidence record google:1.2.4
    77. AI research evidence record google:1.1.7
    78. AI research evidence record anthropic:c11
    79. AI research evidence record kimi:c1
    80. AI research evidence record openai:c1
    81. AI research evidence record openai:c2
    82. AI research evidence record openai:c3
    83. AI research evidence record grok:c1
    84. AI research evidence record anthropic:c8
    85. AI research evidence record openai:c1
    86. AI research evidence record kimi:c2
    87. AI research evidence record kimi:c3
    88. AI research evidence record kimi:c4
    89. AI research evidence record kimi:c5
    90. AI research evidence record openai:c1
    91. AI research evidence record openai:c2
    92. AI research evidence record openai:c3
    93. AI research evidence record openai:c4
    94. AI research evidence record openai:c5
    95. AI research evidence record anthropic:c11
    96. AI research evidence record deepseek:c2
    97. AI research evidence record openai:c6
    98. AI research evidence record anthropic:c16
    99. AI research evidence record openai:c9
    100. AI research evidence record openai:c1
    101. AI research evidence record anthropic:c11
    102. AI research evidence record kimi:c1

Verify this research

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

Study date
Aug 10, 2026
Platforms analyzed
7
Source records
39
Ranking mentions
3 of 7
Platform share
43%
Final consensus rank
#3

Research trail and source mix

Platforms

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

Source mix

23 independent · 15 company-owned · 1 unclear

Evidence support

37 direct · 2 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 0461afdcf79d3846fd3a5de62e6aeaa08febe0e8f1f85adfbc5147cb3b60d1a4