AI Consensus Fit Review

Medical Alert for Caregiver App and Family Alerts - AI Consensus Fit Review

Medical Alert is a good fit for adult children and family caregivers who want a monitored medical alert system with an included caregiver app, real-time emergency notifications, battery status visibility, and GPS location access on mobile plans.

Situation-specific fit reviewA focused review of how this provider fits the needs addressed by this research category.
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Answer Capsule

Medical Alert is a good fit for adult children and family caregivers who want a monitored medical alert system with an included caregiver app, real-time emergency notifications, battery status visibility, and GPS location access on mobile plans. Two of seven AI platforms named Medical Alert during the ranking stage (Google ranked it #1; Grok ranked it #4), giving it an average listed rank of 2.5. The strongest reason to consider it is that the Medical Alert Connect app is included at no extra cost with all systems and provides real-time push notifications when emergency calls connect to the response center, plus multi-user profile management. The main limitation is that GPS location is described as a moment-in-time snapshot rather than continuous live tracking, and public documentation does not clearly specify multi-contact limits, role-based permissions, or granular privacy controls. Pricing and cancellation terms also contain material inconsistencies between the company's FAQ, marketing pages, and subscriber terms.

Research Snapshot

MetricValue
Platform mentions in ranking stage2 of 7 platforms (Google, Grok)
Share of included platform responses28.6% (2 of 7)
Average listed rank2.5
Best listed rank1 (Google)
Relevant product/model/planMedical Alert Connect App System (Home & Mobile Plans); Mobile System most relevant for GPS location access
Overall use-case fitGood (4 platforms: good; 1 platform: strong; 2 platforms: uncertain)
Research date2026-08-06

Why Medical Alert Qualified for This Study

Medical Alert qualified for this Caregiver App & Family Alerts review because two of the seven AI platforms (Google and Grok) named it during the ranking discovery stage. Google ranked Medical Alert as the #1 system for this use case, while Grok ranked it #4. The other five platforms (OpenAI, Anthropic, DeepSeek, Kimi, and Perplexity) evaluated Medical Alert's fit during the research stage even though they did not name it in their initial rankings.

All seven platforms identified the Medical Alert Connect app as the relevant product for this use case. The Connect app is described as a free mobile application included with Medical Alert's Home and Mobile systems [1]. The Mobile System is the more relevant option when caregivers need GPS location access, since location features are restricted to mobile and smartwatch plans rather than home base-station units [3].

The Product, Model, Plan, or Service Most Relevant to Caregiver App & Family Alerts

The Medical Alert Connect app paired with the Mobile System is the most relevant configuration for caregivers who need location access. The Connect app provides:

  • Real-time push notifications when emergency calls are connected to the response center [5]
  • GPS location pinpointing for mobile systems, described as locating the user "for a moment in time" [5]
  • Battery status monitoring for mobile devices and low-battery alerts for home systems [5]
  • Multiple user profile management under a single account [9]
  • Account updates that sync with customer service and the response center [10]
  • Notification preferences including email, SMS, or phone call alerts [11]

The Home System is sufficient for caregivers who only need emergency notifications and battery visibility, but it does not provide GPS location features [12]. The Mobile System starts at $34.95/month and the Mini Mobile System at $39.95/month, while the Home System starts at $29.95/month [13].

What the AI Platforms Agreed About

Strong agreement: The Connect app is included at no extra cost with all medical alert systems. All platforms that provided pricing information confirmed the app is bundled with the monitoring service rather than sold as a separate subscription [16]. This makes Medical Alert a cost-effective option for families who want caregiver visibility without paying an additional app fee.

Strong agreement: Real-time push notifications are a core feature. The company states that subscribers and emergency contacts receive real-time push notifications when calls are connected to the response center and require assistance [20]. Caregivers can also choose email, SMS, or phone call notification preferences [22].

Strong agreement: GPS location is available only on mobile plans and is not continuous tracking. Multiple platforms independently noted that location features are restricted to mobile or smartwatch systems and that GPS pinpoints location "for a moment in time" rather than providing continuous live tracking [20]. This is a significant limitation for families expecting real-time location sharing.

Majority agreement: The app supports multiple user profiles. The Connect app allows caregivers to view multiple user profiles and all devices connected to the account [25]. This is useful for adult children monitoring more than one parent or managing multiple devices under one account.

Majority agreement: The monitored response center provides an escalation path beyond app alerts. Response specialists assess each situation and contact the emergency contact "best suited to help" from a contact list, including family, friends, neighbors, or first responders [27]. The response center is TMA Five Diamond-certified with EMT/EMD-certified specialists [29].

Majority agreement: Medical Alert is a good but not best-in-class fit. Four platforms rated Medical Alert as "good" (OpenAI, Anthropic, DeepSeek, Google), one rated it "strong" (Grok), and two rated it "uncertain" (Kimi, Perplexity). No platform rated it as a poor fit, but several noted that competitors offer more advanced caregiver features.

Where the AI Platforms Disagreed or Were Uncertain

Fit rating disagreement: Strong vs. good vs. uncertain. Grok rated Medical Alert a "strong fit," citing the free Connect app with real-time alerts and location tracking at standard monitoring prices [31]. OpenAI, Anthropic, DeepSeek, and Google rated it "good." Kimi and Perplexity rated it "uncertain," noting that publicly available information was insufficient to verify the app's real-time alerting, location-sharing, escalation, multi-contact, and privacy controls in enough detail [33].

GPS real-time performance conflict. The company describes GPS location as available "for a moment in time," but at least one customer on Trustpilot reported that the system "didn't show us his location quickly, in real time" despite a high-speed internet connection [35]. This suggests that actual GPS update performance may not match marketing descriptions.

Home system range conflict. Medical Alert advertises an 800-foot range for its home system, but independent testing by U.S. News found a maximum range of only 100 feet between the base unit and help button in real-world conditions [36]. This is a material discrepancy for families with larger homes.

Emergency response time concern. Independent testing by The Senior List found Medical Alert had the slowest average response time of major providers tested at 28 seconds, compared to Bay Alarm Medical, Lifeline, Lively, and ADT, which all connected in under 15 seconds on average [37]. This matters during medical emergencies when every second counts.

Pricing transparency disagreement. Google reported high pricing confidence with specific figures ($27.95-$47.95/month depending on plan), while Kimi reported low confidence, stating that pricing requires phone consultation or online quote requests [39]. Perplexity reported no verified pricing at all from its evidence set [34].

Cancellation terms conflict. The company's FAQ states there is no long-term commitment and customers can cancel at any time [40]. However, the March 2026 subscriber terms require a three-month minimum non-refundable monitoring charge at order and state that monitoring charges continue until returned equipment is received [41]. A July 2026 company article claims free return shipping, no cancellation fee, and prorated refunds, which conflicts with the subscriber terms [42].

Use-Case-Specific Features and Capabilities

Caregiver App Usability

The Connect app is described as "simplified and easier to use" compared to competitors by The Senior List [43]. The app allows caregivers to view multiple user profiles and all devices connected to the account on the home screen [44]. However, initial app provisioning may require contacting customer service to enable permissions and link phone numbers [45]. Independent usability evidence beyond this is limited.

Real-Time Push Alerts

The company states that subscribers and emergency contacts receive real-time push notifications when calls are connected to the response center and require assistance [46]. Notifications cover emergency calls, device testing, and low battery warnings [48]. Caregivers can choose between email, SMS, or phone call notifications [49]. However, user reviews on Trustpilot indicate occasional delays in alert delivery [50].

Location Sharing

GPS location tracking is available only on mobile and smartwatch plans, not home base-station units [51]. The app can access GPS location "for a moment in time" [46]. This is not documented as continuous live tracking or background location sharing. At least one customer reported that location data did not update in real time [53].

Emergency Escalation Options

The monitored service uses response specialists who assess each situation and contact the emergency contact "best suited to help" from a contact list, including family, friends, neighbors, or first responders [54]. The response center will dispatch emergency services if unable to reach the primary contact [54]. The response center is TMA Five Diamond-certified with EMT/EMD-certified specialists [56]. However, the public materials do not clearly document caregiver-configurable escalation trees or acknowledgement rules [46].

Multi-Contact Permissions

Multiple user profiles can be managed through the app [44]. However, public product materials do not specify the maximum number of caregivers, invitation controls, role-based permissions, or whether every contact receives every alert [46]. This is a significant gap for families with multiple caregivers who need different levels of access.

Battery and Status Monitoring

Home users can receive low-backup-battery notifications, while mobile users can view live battery status in the app [46]. This is a useful feature for caregivers who want to know when a device needs charging or maintenance.

Privacy Controls

The public app and product pages do not clearly describe caregiver consent workflows, granular location-sharing controls, data retention, or contact-level privacy settings [46]. The subscriber terms authorize disclosure of location and relevant medical information to emergency responders, caregivers, or other authorized individuals for service purposes [59]. No independent source verified user-side privacy customization options [60].

Pricing, Fees, Contracts, and Ongoing Costs

Known Monthly Costs

PlanMonthly Price (Starting)Source
Home System$29.95/month (annual billing); $37.95/month (month-to-month)[61]
Mobile System$34.95/month[63]
Mini Mobile System$39.95/month[64]
Smartwatch System~$39.95/month plus ~$159 one-time device fee[65]
Overall range$27.95-$47.95/month depending on plan and billing[66]

Add-On Fees

  • Automatic fall detection: approximately $10/month add-on [63]
  • Equipment protection plan: approximately $5/month [62]
  • Possible one-time programming fee and shipping/handling charges under the March 2026 subscriber terms [69]
  • Up to $400 lost-unit fee if company-owned equipment is not returned or is returned damaged/nonfunctional [69]
  • Possible $19.95 restocking fee if returning after the 30-day trial [70]

Contract and Cancellation Terms

The contract terms contain material inconsistencies that buyers must verify:

  • The FAQ states there is no long-term commitment and customers can cancel at any time [71].
  • The March 2026 subscriber terms state the agreement renews month-to-month but require a three-month minimum non-refundable monitoring charge at order, and state that monitoring charges continue until returned equipment is received [69].
  • The terms also state that monthly charges may increase with 30 days' written notice unless a price-lock guarantee was purchased [69].
  • A July 2026 company article claims free return shipping, no cancellation fee, and a prorated refund for unused service, which conflicts with the March 2026 terms [72].
  • A 30-day money-back guarantee is offered, though shipping costs may be deducted [65].

Pricing Confidence

Pricing confidence is moderate. Google reported high confidence with specific figures, while Kimi and Perplexity reported low confidence due to lack of transparent public pricing [65]. The listed starting prices may not reflect current checkout totals, promotional pricing, setup fees, taxes, optional features, or the selected billing frequency [69].

Best Suited For

Medical Alert is best suited for:

  • Adult children monitoring a parent who uses a Medical Alert system and wants a free companion app with real-time emergency notifications [76]
  • Families needing notifications when an emergency call is connected to the response center, with the monitored response center providing an escalation path beyond app alerts [76]
  • Mobile users whose caregivers need moment-in-time GPS location access rather than continuous tracking [76]
  • Households wanting multiple user profiles managed through one app, allowing a single caregiver to oversee multiple relatives or devices [80]
  • Budget-conscious families who want a straightforward caregiver app included at no extra cost with monitoring service [82]
  • Families comfortable with email, SMS, or call alerts rather than app-only notification [83]

Probably Not Best Suited For

Medical Alert is probably not best suited for:

  • Families seeking continuous GPS tracking or routine location sharing, since GPS is described as a moment-in-time snapshot rather than live tracking [84]
  • Buyers requiring documented role-based permissions for several caregivers, since public materials do not specify permission levels, invitation controls, or alert routing [84]
  • Caregivers needing fastest possible emergency response times, since independent testing found Medical Alert's 28-second average response was the slowest among major providers tested [86]
  • Families managing complex medication schedules requiring app-based reminders, which Medical Alert's app lacks [87]
  • Seniors living in larger homes where the tested 100-foot range may be insufficient despite the advertised 800-foot range [88]
  • Buyers wanting a general-purpose family safety or wellness app rather than a monitored medical-alert service [84]
  • Families requiring transparent public pricing and cancellation terms without contacting sales [89]

When Another Option May Be Better

Consider another provider in these situations:

  • When continuous location sharing, geofencing, caregiver check-ins, or detailed location history are primary requirements. Medical Alert's GPS is a moment-in-time snapshot, not continuous tracking [91].
  • When the family needs documented role-based access, granular alert routing, or configurable multi-step escalation. Public materials do not document these features [91].
  • When response speed is critical. Bay Alarm Medical, ADT, or Medical Guardian respond in under 15-30 seconds versus Medical Alert's 28-second average [93].
  • When comprehensive caregiver tools are needed. Medical Guardian's MyGuardian app offers location tracking, call logs, medication reminders, and medication adherence monitoring [95].
  • When advanced fall detection is required. ADT includes fall detection as standard on its Plus plan, while Medical Alert charges extra [96].
  • When medication management is critical. Medical Guardian and other providers offer app-based medication reminders absent from Medical Alert [95].
  • When activity monitoring is desired. Some competitors like Connected Caregiver offer passive monitoring, first-motion alerts, and vitals monitoring [97].
  • When a home system with larger range is needed. Medical Alert's tested 100-foot range may be insufficient for multi-story or large homes [98].

Questions to Verify Before Buying

Before purchasing Medical Alert for caregiver app and family alert needs, verify the following with the company directly:

  1. Does the Connect app provide continuous live location, or only a location snapshot after an alert or user action? [99]
  2. How frequently does mobile GPS refresh, and what happens when GPS or cellular coverage is unavailable? [100]
  3. How many caregivers can be added, and can each caregiver receive different alert types? [99]
  4. Are there administrator, read-only, or emergency-contact permission levels? [99]
  5. Can caregivers acknowledge alerts, see escalation status, or communicate with the response center through the app? [99]
  6. Which events generate push notifications: button presses, fall detection, missed tests, low battery, device offline status, or only response-center-connected calls? [99]
  7. What exact total will be charged for the selected Home or Mobile plan, including setup, programming, shipping, taxes, fall detection, and protection coverage? [101]
  8. Does the three-month minimum apply to this exact order and billing plan, and what refund is available if the service is canceled early? [101]
  9. When does billing stop: when cancellation is requested, when the prepaid return label is issued, or when equipment is received? [101]
  10. What privacy controls govern caregiver access to location and medical information, and how can access be revoked? [101]
  11. Which cellular network supports the device at the intended residence and travel locations? [100]
  12. What are the device battery-life expectations in ordinary use, and how are low-battery or offline conditions surfaced to caregivers? [99]
  13. What is the exact home system range your property requires, and can you test the 100-foot range before committing? [102]
  14. Is fall detection algorithm accuracy (detection rate percentage) published or can the company provide it? [103]
  15. What is Medical Alert's data retention policy for emergency call logs visible in the caregiver app? [104]

Final AI Consensus Verdict

Medical Alert is a good fit for adult children and family caregivers who want a monitored medical alert system with an included caregiver app, real-time emergency notifications, battery visibility, and GPS location access on mobile plans. The Medical Alert Connect app is included at no extra cost with all systems, provides real-time push notifications when emergency calls connect to the response center, and supports multiple user profiles under one account.

However, Medical Alert is not an unequivocal best fit for this use case. The GPS location feature is a moment-in-time snapshot rather than continuous live tracking, public documentation does not specify multi-contact limits or role-based permissions, and the app lacks advanced caregiver features like medication reminders or activity monitoring found in competing systems. Independent testing also found the slowest emergency response time among major providers (28 seconds) and a home system range of only 100 feet in real-world conditions despite the advertised 800 feet.

Treat Medical Alert as a good but verify-before-purchase option. The Mobile System is more relevant than the Home System when caregiver location access matters. Families prioritizing fastest response times, advanced caregiver tools, continuous location sharing, or larger home coverage should compare Medical Guardian, Bay Alarm Medical, or ADT.

For a broader comparison of top-rated options, see the Caregiver App & Family Alerts consensus index. You can also browse all medical alert systems in our category 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 platform evaluated Medical Alert against the Caregiver App & Family Alerts use case criteria, which included caregiver app usability, real-time push alerts, location sharing, emergency escalation options, multi-contact permissions, subscription cost, and privacy controls.

The authoritative research date for this study is 2026-08-06. Platform-reported research dates are provenance metadata and do not independently prove freshness. DeepSeek's response was dated 2026-04-12, which differs from the authoritative run date; this is disclosed as a methodology limitation.

Two of the seven platforms (Google and Grok) named Medical Alert during the ranking discovery stage. The other five platforms evaluated Medical Alert's fit during the research stage even though they did not name it in their initial rankings.

Methodology Limitations

  • Platform mentions vs. evaluations: Platform mentions (2 of 7) count only platforms that named Medical Alert during ranking discovery. All seven platforms evaluated fit during the research stage, but this distinction affects how the ranking statistics should be interpreted.
  • Platform-reported research dates differ: DeepSeek's response was dated 2026-04-12, while the authoritative run date is 2026-08-06. This discrepancy is disclosed as a methodology limitation.
  • Source verification: The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
  • Company-owned vs. independent evidence: Many claims about the Connect app's features come from Medical Alert's own website (medicalalert.com) and app store listings, which are company-owned sources. Independent evidence is limited to third-party reviews from The Senior List, U.S. News, Caring.com, SeniorLiving.org, NCOA, ElderLife Financial, SafeWise, and Trustpilot.
  • Factual conflicts not resolved: Where the company's FAQ, marketing pages, and subscriber terms conflict (e.g., cancellation terms, pricing), this review describes the conflict and tells buyers what to verify rather than guessing at a resolution.
  • No independent testing: This review does not claim personal testing, customer experience, or independent verification of Medical Alert's performance beyond what is supplied in the cited sources.
  • AI agreement does not prove quality: Agreement among AI platforms reflects the supplied evidence and does not independently prove product quality or performance.

Sources

Company-Owned Sources

  • Connected Caregiver App - Family Care Management Tools: https://myconnectedcaregiver.com/connected-app/
  • Medical Alert | Help at the Push of a Button: https://www.medicalalert.com/
  • Medical Alert Connect Mobile App: https://www.medicalalert.com/mobile-app/
  • Support: Medical Alert Connect App | Medical Alert: https://www.medicalalert.com/support/mobile-app/
  • Subscriber Terms and Conditions: https://www.medicalalert.com/support/terms/
  • Additional AI research evidence104 records
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    2. AI research evidence record openai:c2
    3. AI research evidence record openai:c3
    4. AI research evidence record google:1.1.1
    5. AI research evidence record openai:c1
    6. AI research evidence record anthropic:c1
    7. AI research evidence record anthropic:c4
    8. AI research evidence record anthropic:c3
    9. AI research evidence record anthropic:c11
    10. AI research evidence record anthropic:c14
    11. AI research evidence record anthropic:c2
    12. AI research evidence record google:1.1.1
    13. AI research evidence record openai:c3
    14. AI research evidence record openai:c7
    15. AI research evidence record openai:c8
    16. AI research evidence record openai:c2
    17. AI research evidence record anthropic:c1
    18. AI research evidence record deepseek:c1
    19. AI research evidence record grok:web:0
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    21. AI research evidence record google:1.2.2
    22. AI research evidence record anthropic:c2
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    32. AI research evidence record grok:web:0
    33. AI research evidence record kimi:c1
    34. AI research evidence record perplexity:c1
    35. AI research evidence record anthropic:c5
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    62. AI research evidence record anthropic:c16
    63. AI research evidence record openai:c3
    64. AI research evidence record openai:c8
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    66. AI research evidence record anthropic:c15
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    69. AI research evidence record openai:c5
    70. AI research evidence record deepseek:c3
    71. AI research evidence record openai:c2
    72. AI research evidence record openai:c6
    73. AI research evidence record anthropic:c17
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    75. AI research evidence record perplexity:c1
    76. AI research evidence record openai:c1
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    80. AI research evidence record anthropic:c11
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    82. AI research evidence record grok:web:0
    83. AI research evidence record anthropic:c2
    84. AI research evidence record openai:c1
    85. AI research evidence record anthropic:c4
    86. AI research evidence record anthropic:c8
    87. AI research evidence record anthropic:c7
    88. AI research evidence record anthropic:c12
    89. AI research evidence record kimi:c1
    90. AI research evidence record perplexity:c1
    91. AI research evidence record openai:c1
    92. AI research evidence record anthropic:c4
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    95. AI research evidence record anthropic:c7
    96. AI research evidence record anthropic:c13
    97. AI research evidence record kimi:c2
    98. AI research evidence record anthropic:c12
    99. AI research evidence record openai:c1
    100. AI research evidence record openai:c3
    101. AI research evidence record openai:c5
    102. AI research evidence record anthropic:c12
    103. AI research evidence record anthropic:c13
    104. AI research evidence record anthropic:c5

Independent Sources

  • Medical Alert Medical Alert System Review 2026 - Caring.com: https://www.caring.com/senior-products/best-medical-alert-systems/medical-alert
  • Best Medical Alert Systems of 2026 - ElderLife Financial: https://www.elderlifefinancial.com/best-medical-alert-systems-of-2026/
  • Medical Alert Review in 2026 - The National Council on Aging (NCOA): https://www.ncoa.org/
  • Medical Alert Systems Price and Value in 2026 - SeniorLiving.org: https://www.seniorliving.org/
  • Medical Alert Cost, Pricing, Plans and Packages in 2026: https://www.seniorliving.org/medical-alert-systems/medical-alert/
  • The 7 Best Medical Alert Systems (2026): https://www.theseniorlist.com/medical-alert-systems/best/
  • Medical Alert Reviews | Read Customer Service Reviews of medicalalert.com: https://www.trustpilot.com/review/medicalalert.com
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    6. AI research evidence record anthropic:c1
    7. AI research evidence record anthropic:c4
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    10. AI research evidence record anthropic:c14
    11. AI research evidence record anthropic:c2
    12. AI research evidence record google:1.1.1
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    14. AI research evidence record openai:c7
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    16. AI research evidence record openai:c2
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    18. AI research evidence record deepseek:c1
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    50. AI research evidence record deepseek:c2
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    55. AI research evidence record openai:c4
    56. AI research evidence record google:1.1.6
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    64. AI research evidence record openai:c8
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    91. AI research evidence record openai:c1
    92. AI research evidence record anthropic:c4
    93. AI research evidence record anthropic:c8
    94. AI research evidence record anthropic:c9
    95. AI research evidence record anthropic:c7
    96. AI research evidence record anthropic:c13
    97. AI research evidence record kimi:c2
    98. AI research evidence record anthropic:c12
    99. AI research evidence record openai:c1
    100. AI research evidence record openai:c3
    101. AI research evidence record openai:c5
    102. AI research evidence record anthropic:c12
    103. AI research evidence record anthropic:c13
    104. AI research evidence record anthropic:c5

Other Sources

  • Additional AI research evidence104 records
    1. AI research evidence record openai:c1
    2. AI research evidence record openai:c2
    3. AI research evidence record openai:c3
    4. AI research evidence record google:1.1.1
    5. AI research evidence record openai:c1
    6. AI research evidence record anthropic:c1
    7. AI research evidence record anthropic:c4
    8. AI research evidence record anthropic:c3
    9. AI research evidence record anthropic:c11
    10. AI research evidence record anthropic:c14
    11. AI research evidence record anthropic:c2
    12. AI research evidence record google:1.1.1
    13. AI research evidence record openai:c3
    14. AI research evidence record openai:c7
    15. AI research evidence record openai:c8
    16. AI research evidence record openai:c2
    17. AI research evidence record anthropic:c1
    18. AI research evidence record deepseek:c1
    19. AI research evidence record grok:web:0
    20. AI research evidence record openai:c1
    21. AI research evidence record google:1.2.2
    22. AI research evidence record anthropic:c2
    23. AI research evidence record anthropic:c4
    24. AI research evidence record google:1.1.1
    25. AI research evidence record anthropic:c11
    26. AI research evidence record anthropic:c14
    27. AI research evidence record anthropic:c10
    28. AI research evidence record openai:c4
    29. AI research evidence record google:1.1.6
    30. AI research evidence record google:1.1.8
    31. AI research evidence record grok:web:1
    32. AI research evidence record grok:web:0
    33. AI research evidence record kimi:c1
    34. AI research evidence record perplexity:c1
    35. AI research evidence record anthropic:c5
    36. AI research evidence record anthropic:c12
    37. AI research evidence record anthropic:c8
    38. AI research evidence record anthropic:c9
    39. AI research evidence record google:1.1.8
    40. AI research evidence record openai:c2
    41. AI research evidence record openai:c5
    42. AI research evidence record openai:c6
    43. AI research evidence record anthropic:c6
    44. AI research evidence record anthropic:c11
    45. AI research evidence record google:1.2.9
    46. AI research evidence record openai:c1
    47. AI research evidence record anthropic:c1
    48. AI research evidence record anthropic:c3
    49. AI research evidence record anthropic:c2
    50. AI research evidence record deepseek:c2
    51. AI research evidence record google:1.1.1
    52. AI research evidence record anthropic:c4
    53. AI research evidence record anthropic:c5
    54. AI research evidence record anthropic:c10
    55. AI research evidence record openai:c4
    56. AI research evidence record google:1.1.6
    57. AI research evidence record google:1.1.8
    58. AI research evidence record anthropic:c14
    59. AI research evidence record openai:c5
    60. AI research evidence record kimi:c1
    61. AI research evidence record openai:c7
    62. AI research evidence record anthropic:c16
    63. AI research evidence record openai:c3
    64. AI research evidence record openai:c8
    65. AI research evidence record google:1.1.8
    66. AI research evidence record anthropic:c15
    67. AI research evidence record grok:web:13
    68. AI research evidence record grok:web:0
    69. AI research evidence record openai:c5
    70. AI research evidence record deepseek:c3
    71. AI research evidence record openai:c2
    72. AI research evidence record openai:c6
    73. AI research evidence record anthropic:c17
    74. AI research evidence record kimi:c1
    75. AI research evidence record perplexity:c1
    76. AI research evidence record openai:c1
    77. AI research evidence record anthropic:c1
    78. AI research evidence record anthropic:c10
    79. AI research evidence record anthropic:c4
    80. AI research evidence record anthropic:c11
    81. AI research evidence record google:1.1.1
    82. AI research evidence record grok:web:0
    83. AI research evidence record anthropic:c2
    84. AI research evidence record openai:c1
    85. AI research evidence record anthropic:c4
    86. AI research evidence record anthropic:c8
    87. AI research evidence record anthropic:c7
    88. AI research evidence record anthropic:c12
    89. AI research evidence record kimi:c1
    90. AI research evidence record perplexity:c1
    91. AI research evidence record openai:c1
    92. AI research evidence record anthropic:c4
    93. AI research evidence record anthropic:c8
    94. AI research evidence record anthropic:c9
    95. AI research evidence record anthropic:c7
    96. AI research evidence record anthropic:c13
    97. AI research evidence record kimi:c2
    98. AI research evidence record anthropic:c12
    99. AI research evidence record openai:c1
    100. AI research evidence record openai:c3
    101. AI research evidence record openai:c5
    102. AI research evidence record anthropic:c12
    103. AI research evidence record anthropic:c13
    104. AI research evidence record anthropic:c5

Verify this research

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

Study date
Aug 6, 2026
Platforms analyzed
7
Source records
23
Ranking mentions
2 of 7
Platform share
29%
Final consensus rank
#4

Research trail and source mix

Platforms

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

Source mix

11 independent · 11 company-owned · 1 unclear

Evidence support

19 direct · 4 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 fc21396fa849ec7fe2783a62fe053e0d6349526fb75a2b07360fd075bf4fe7de