AI Consensus Fit Review

MobileHelp for Cellular Home Monitoring - AI Consensus Fit Review

MobileHelp is a good-to-strong fit for Cellular Home Monitoring based on AI platform consensus.

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Answer Capsule

MobileHelp is a good-to-strong fit for Cellular Home Monitoring based on AI platform consensus. Six of seven platforms named MobileHelp during the ranking stage, and four of seven rated it "strong" or "good" for this use case. The strongest reason to consider MobileHelp Classic Cellular is its combination of no-landline AT&T cellular operation, simple plug-in setup, an advertised 1,400-foot in-home range, and approximately 30-hour backup battery at a competitive starting price around $25 per month. The main limitation is conflicting public information: MobileHelp's own pages disagree on pricing ($24.95–$25.95/month), contract terms (month-to-month versus three-month minimum), and fees, so buyers must verify exact checkout terms before purchasing. Coverage depends entirely on AT&T signal strength at the specific residence.

Research Snapshot

MetricValue
Platform mentions in ranking stage6 of 7 platforms
Share of included platform responses6 of 7 (85.7%)
Average listed rank3.33
Best listed rank1 (Anthropic)
Relevant product/model/planMobileHelp Classic Cellular in-home system
Overall use-case fitGood to strong (4 of 7 platforms rated strong or good; 1 mixed; 1 uncertain)
Research date2026-08-07

Why MobileHelp Qualified for This Study

MobileHelp qualified because six of seven AI platforms named it during the ranking stage for best cellular medical alert systems without a landline. The platforms that named MobileHelp were Anthropic (rank 1), Grok (rank 2), OpenAI (rank 2), Perplexity (rank 4), DeepSeek (rank 5), and Google (rank 6). Only one platform did not name MobileHelp in its ranking output. The relevant product across all platforms was the MobileHelp Classic Cellular in-home system, sometimes called "MobileHelp Classic" or "Classic Cellular" [1].

The Product, Model, Plan, or Service Most Relevant to Cellular Home Monitoring

The MobileHelp Classic Cellular is the product most relevant to this use case. It is an in-home medical alert system that connects to AT&T's cellular network and requires no landline or separate cellular plan [4]. The system includes a base station that plugs into a power outlet, plus waterproof wearable help buttons (pendant and wrist) that communicate with the base station [7]. MobileHelp positions Classic as a home-only system and identifies its Elite product as the option for on-the-go coverage [9].

What the AI Platforms Agreed About

Strong agreement: no landline required and AT&T cellular operation. All platforms that provided product details confirmed Classic Cellular uses AT&T's cellular network and requires no landline [10]. This directly addresses the target buyer's need to replace a landline.

Strong agreement: simple plug-in setup. Multiple platforms reported setup takes under 10 minutes with no technician visit, no programming, and no software configuration [15]. The system ships pre-configured; users plug in the base station and test the help button [17].

Strong agreement: long advertised in-home range. The 1,400-foot range between the wearable button and base station was cited by OpenAI, Anthropic, Grok, and Google [17]. Independent testing in a two-story office environment verified approximately 200 feet of reliable range, with walls and obstacles reducing performance [20].

Strong agreement: backup battery around 30 hours. MobileHelp's official FAQ states the base station backup battery lasts approximately 30 hours during a power outage [17]. Independent testing confirmed approximately 28 hours, near the advertised capacity [22]. One platform cited 24 hours [23], creating minor variance.

Strong agreement: fall detection is an optional add-on, not included. All platforms that addressed fall detection confirmed it costs extra, typically $10–$11 per month [24]. MobileHelp expressly states fall detection does not detect 100% of falls [24].

Strong agreement: waterproof wearable buttons. The help buttons are waterproof and designed for shower use, with two buttons included at no extra cost [27].

Majority agreement: competitive pricing around $25/month. Most platforms cited a starting price of $24.95–$25.95 per month [10]. One platform cited lower promotional pricing of $19.95/month with a 3-year contract [12].

Where the AI Platforms Disagreed or Were Uncertain

Pricing conflicts. The official Classic Cellular product page lists $25.95/month as the starting price [32], while other MobileHelp pages and independent reviews cite $24.95/month [33]. DeepSeek reported $19.95/month with a 3-year contract and a $49.95 activation fee plus $19.95 shipping fee [35]. Kimi reported it could not find current pricing at all [36]. These conflicts mean the actual price depends on the specific plan, promotion, and billing cycle chosen.

Contract terms conflict. MobileHelp's FAQ says service is month-to-month and cancellable at any time [37], but MobileHelp's posted Terms and Conditions state a three-month minimum commitment [39]. DeepSeek reported contracts ranging from 1 to 3 years with early cancellation penalties up to $100 [35]. Grok reported no contracts and no cancellation fees [41]. This is a material conflict buyers must resolve in writing before ordering.

Backup battery duration variance. Most sources cited approximately 30 hours [37], independent testing measured 28 hours [43], and one source cited 24 hours [44]. The variance may reflect different testing conditions or hardware versions.

Response time measurements. Independent testing reported average response times of 18 seconds [45], 26 seconds [46], and 48 seconds for fall detection [47]. The industry average is 15–45 seconds [45]. MobileHelp's response times were slower than Bay Alarm Medical and Medical Guardian in one test [46].

Fall detection pricing. Sources cited $10/month [48], $11/month [49], and $5.50/month depending on plan [50]. The exact cost for Classic Cellular specifically requires confirmation.

Overall fit ratings varied. Anthropic, Google, and Grok rated MobileHelp a "strong" fit; OpenAI and DeepSeek rated it "good"; Kimi rated it "mixed"; Perplexity rated it "uncertain" due to insufficient verified evidence [51].

Use-Case-Specific Features and Capabilities

Cellular network coverage. Classic Cellular uses AT&T's nationwide 4G LTE network [52]. MobileHelp does not provide a property-specific coverage guarantee in its cited materials [54]. The company recommends confirming AT&T coverage at the specific address before purchase [55]. Service availability is not guaranteed everywhere and at all times [56].

Setup simplicity. The system is designed for self-installation: plug in the base station, wait for steady connection indicators, and test the help button [54]. No phone outlet, landline, technician, or programming is required [57].

Base station signal reliability and range. MobileHelp advertises up to 1,400 feet of in-home coverage [54]. Independent testing in a two-story office environment verified approximately 200 feet of reliable range, with walls and obstacles reducing performance [61]. Effective range can be lower in multi-story buildings, large residences, or structures with signal-obstructing materials [54].

Backup battery duration. The base station continues operating for approximately 30 hours during a power outage [54]. Independent testing confirmed approximately 28 hours [63]. Wearable button batteries last over 5 years without charging [62]. The base station should remain plugged into power during normal operation [54].

Fall detection support. An optional Fall Button is available for $10–$11 per month and is compatible with Classic [64]. Independent testing found it detected 8 out of 10 simulated falls, on par with competing systems [66]. MobileHelp expressly states fall detection does not detect 100% of falls and users should press the help button when able [64]. The Fall Button works approximately 600 feet from the cellular base station [66].

Waterproof wearable design. Two waterproof help buttons (pendant and wrist) are included at no extra cost [67]. They are lightweight, comfortable for continuous wear, and safe for shower use [68].

Emergency response performance. MobileHelp operates a 24/7 U.S.-based emergency monitoring center [70]. Independent testing reported average response times of 18–26 seconds, within the industry average of 15–45 seconds [71]. Fall detection response time averaged 48 seconds in one test [73].

Pricing, Fees, Contracts, and Ongoing Costs

Pricing confidence is low due to conflicting public information. The official Classic Cellular product page currently displays $25.95/month as the starting subscription price [74]. Other MobileHelp pages and independent reviews cite $24.95/month [75]. DeepSeek reported $19.95/month with a 3-year contract [77]. Kimi reported it could not verify current pricing [78].

Known costs from cited sources:

Cost itemAmountSource
Monthly monitoring (Classic Cellular)$24.95–$25.95[74], [75]
Quarterly billing$77.85 (3 months)[79]
Annual billing$285.45 (12 months)[79]
Fall detection add-on$10–$11/month[80], [81]
Wall mount button$2.95/month[82]
OnGuard text alerts$2.99/month[82]
Connect Premium plan$6/month[82]
Activation fee$49.95 (reported by DeepSeek only)[77]
Shipping fee$19.95 non-refundable (reported by DeepSeek only)[77]

Contract and cancellation terms conflict. MobileHelp's FAQ says no contract, month-to-month, cancellable at any time [83]. MobileHelp's Terms and Conditions state a three-month minimum commitment [85]. DeepSeek reported 1–3 year contracts with early cancellation penalties up to $100 [77]. Grok reported month-to-month with no cancellation fees [87].

Additional fees on cancellation. The posted terms mention a $50 restocking fee for certain returns [85]. The return policy requires equipment returns in some circumstances and makes the customer responsible for return shipping [88]. A $350 equipment charge applies if equipment is not returned within 30 days after service termination [85]. Prorated refunds are available for unused service on prepaid plans [86].

Equipment is leased, not owned. Customers receive equipment at no upfront cost while actively subscribed, but must return it upon cancellation or pay the $350 equipment fee [89].

Best Suited For

MobileHelp Classic Cellular is best suited for seniors and caregivers who:

  • Live in apartments, condos, or typical homes where the user primarily needs protection inside the residence [91]
  • Want plug-in installation rather than a landline connection or separate cellular plan [92]
  • Are cost-conscious and want optional fall detection with a long base-station range [92]
  • Have confirmed strong AT&T cellular coverage at their specific address [95]
  • Prefer a traditional medical alert brand with 24/7 U.S.-based monitoring [96]
  • Are comfortable with a leasing model rather than equipment ownership [97]
  • Want waterproof help buttons safe for shower use [98]

Probably Not Best Suited For

MobileHelp Classic Cellular is probably not best suited for:

  • Users who need reliable protection outside the home; MobileHelp Elite or another mobile GPS system is more appropriate [99]
  • Homes or buildings with weak or inconsistent AT&T cellular coverage [100]
  • Buyers who require highly transparent, consistently published pricing or a verified month-to-month cancellation policy before ordering [102]
  • Very large homes requiring coverage beyond 1,400 feet from the base station [104]
  • Buyers needing the fastest possible emergency response times under 15 seconds consistently [105]
  • Users requiring advanced caregiver coordination apps; independent testing reported the caregiver app as glitchy and difficult to use [106]
  • Those preferring equipment ownership over a leasing model [107]
  • Users who want a discreet smartwatch form factor rather than a traditional pendant or wrist button [101]

When Another Option May Be Better

Consider another option when:

  • AT&T coverage is poor at the residence. MobileHelp relies exclusively on AT&T's network [108]. Providers using Verizon or T-Mobile networks, such as Lively or Medical Guardian with Verizon options, may be better in areas where AT&T is weak [110].
  • Fastest response times are critical. Bay Alarm Medical and Medical Guardian averaged faster response times than MobileHelp in independent testing [111].
  • Fall detection must be included in the base plan. Some competitors include fall detection standard, while MobileHelp charges $10–$11/month extra [112].
  • Equipment ownership is preferred. MobileHelp leases equipment and requires return or a $350 charge on cancellation [113]. Some competitors allow equipment purchase.
  • Advanced caregiver coordination is needed. Competitors offer more robust caregiver features and apps [114].
  • Very large homes need greater range. Some competing systems offer more than 1,400 feet of coverage [115].
  • Lowest cost is the priority. Hygge offers cellular monitoring at $14.99/month or $79.99/year, though for environmental monitoring rather than medical alert response [116].
  • Smart home integration or video calling is required. Livindi offers WiFi/LTE bundles with video calling at $45/month [117], and SimpliSafe or Vivint offer smart home integration [118].

Questions to Verify Before Buying

  1. What exact AT&T network technology and coverage level will serve the buyer's address, including the specific apartment or condo unit? [119]
  2. What is the exact monthly, quarterly, semiannual, or annual price on the order being placed, and when does any promotional price expire? [121]
  3. Is there a three-month minimum commitment despite the FAQ's month-to-month language? [123]
  4. If service is canceled, is equipment return required, who pays shipping, and does a $50 restocking fee apply? [123]
  5. What charge applies if equipment is not returned, and when does that charge become payable? [123]
  6. How is the approximately 30-hour battery figure measured, and does it vary with cellular conditions or call volume? [119]
  7. What exact Fall Button model is supplied, what is its battery type and replacement process, and is the $10–$11 monthly fee recurring for the full subscription? [127]
  8. Can the buyer test the system from every room, balcony, garage, basement, and common area that matters before the return period ends? [129]
  9. Does the monitoring center have the buyer's current address, emergency contacts, access instructions, and preferred response protocol? [130]
  10. Are activation, shipping, accessories, lockbox, premium support, or replacement-device fees included or charged separately? [131]

Final AI Consensus Verdict

MobileHelp Classic Cellular is a good-to-strong fit for Cellular Home Monitoring when the senior mainly stays at home, AT&T coverage is strong at the residence, and the buyer values simple installation, long advertised range, and a backup battery. Four of seven platforms rated it "strong" or "good," one rated it "mixed," and one rated it "uncertain" due to insufficient verified evidence. The strongest consensus points are no-landline AT&T cellular operation, under-10-minute setup, 1,400-foot advertised range, approximately 30-hour backup battery, and waterproof help buttons. The main cautions are dependence on AT&T coverage, conflicting public information about pricing and minimum commitments, fall detection as a paid add-on that does not detect 100% of falls, and response times that are acceptable but not the fastest available. Because MobileHelp's public pricing and cancellation language conflict, the buyer should obtain the exact written checkout terms before purchasing.

For a broader comparison of cellular home monitoring options, see the Cellular Home Monitoring consensus index. You can also browse other medical alert systems in the category directory.

How This Review Was Produced

This review was produced by aggregating fit-research responses from seven AI platforms: Anthropic, DeepSeek, Google, Grok, Kimi, OpenAI, and Perplexity. Each platform evaluated MobileHelp against the category criteria of cellular network coverage, setup simplicity, base station signal reliability, backup battery duration, monthly monitoring fee, fall-detection support, and cancellation flexibility. The research date for this study is 2026-08-07. Platform-reported research dates are provenance metadata and do not independently prove freshness; DeepSeek's response carried a research date of 2026-04-12, which differs from the authoritative run date.

Methodology Limitations

  • Platform mentions count only ranking-stage discovery. All included platforms evaluated fit, but platform_mentions counts only platforms that named MobileHelp during ranking discovery. Six of seven platforms named MobileHelp in ranking.
  • Conflicting product information was not resolved by guessing. Where MobileHelp's own pages or independent reviews disagreed on pricing, contract terms, or battery duration, this review describes the conflict and tells buyers what to verify.
  • Supplied URLs were not independently validated. The URLs were collected from platform responses and were not independently verified by the writer stage.
  • Platform-reported research dates differ. DeepSeek's response carried a research date of 2026-04-12, while the authoritative run date is 2026-08-07. This may affect the currency of DeepSeek's pricing and contract claims.
  • AI-platform agreement does not prove product quality. This review reports what the platforms said; it does not constitute independent testing or verification.
  • No personal testing was conducted. Claims about range, battery life, response times, and fall detection performance come from cited sources, not from hands-on testing by this review.
  • Pricing confidence is low. The official product page, other MobileHelp pages, and independent reviews cite different prices, and Kimi reported it could not verify current pricing at all.

Sources

Company-Owned Sources

  • Hygge Cellular Temperature Humidity & Power Monitor: https://hyggeapps.com/products/hygge-cellular-temperature-monitor
  • Livindi Home for Houses (WiFi/LTE): https://www.livindi.com/products/homecell
  • MobileHelp - Medical Alert Systems: https://www.mobilehelp.com/
  • Classic Cellular: In-Home Cellular Medical Alert System: https://www.mobilehelp.com/products/in-home-medical-alert-system
  • Classic Cellular Medical Alert System | No Landline | MobileHelp: https://www.mobilehelp.com/products/mobilehelp-classic
  • Additional AI research evidence132 records
    1. AI research evidence record openai:c1
    2. AI research evidence record anthropic:c6
    3. AI research evidence record google:c1
    4. AI research evidence record openai:c1
    5. AI research evidence record anthropic:c1
    6. AI research evidence record google:c1
    7. AI research evidence record anthropic:c2
    8. AI research evidence record anthropic:c26
    9. AI research evidence record openai:c3
    10. AI research evidence record openai:c1
    11. AI research evidence record anthropic:c1
    12. AI research evidence record deepseek:c1
    13. AI research evidence record google:c1
    14. AI research evidence record grok:c1
    15. AI research evidence record anthropic:c10
    16. AI research evidence record anthropic:c11
    17. AI research evidence record openai:c2
    18. AI research evidence record anthropic:c5
    19. AI research evidence record grok:c2
    20. AI research evidence record anthropic:c12
    21. AI research evidence record anthropic:c13
    22. AI research evidence record anthropic:c14
    23. AI research evidence record grok:c3
    24. AI research evidence record openai:c4
    25. AI research evidence record anthropic:c19
    26. AI research evidence record grok:c5
    27. AI research evidence record anthropic:c25
    28. AI research evidence record anthropic:c26
    29. AI research evidence record anthropic:c4
    30. AI research evidence record anthropic:c17
    31. AI research evidence record grok:c4
    32. AI research evidence record openai:c1
    33. AI research evidence record anthropic:c4
    34. AI research evidence record openai:c6
    35. AI research evidence record deepseek:c1
    36. AI research evidence record kimi:c1
    37. AI research evidence record openai:c2
    38. AI research evidence record anthropic:c6
    39. AI research evidence record openai:c7
    40. AI research evidence record anthropic:c21
    41. AI research evidence record grok:c6
    42. AI research evidence record anthropic:c13
    43. AI research evidence record anthropic:c14
    44. AI research evidence record grok:c3
    45. AI research evidence record anthropic:c22
    46. AI research evidence record anthropic:c23
    47. AI research evidence record anthropic:c24
    48. AI research evidence record grok:c5
    49. AI research evidence record openai:c4
    50. AI research evidence record anthropic:c19
    51. AI research evidence record perplexity:c1
    52. AI research evidence record grok:c1
    53. AI research evidence record google:c1
    54. AI research evidence record openai:c2
    55. AI research evidence record anthropic:c3
    56. AI research evidence record anthropic:c9
    57. AI research evidence record anthropic:c10
    58. AI research evidence record anthropic:c11
    59. AI research evidence record anthropic:c5
    60. AI research evidence record grok:c2
    61. AI research evidence record anthropic:c12
    62. AI research evidence record anthropic:c13
    63. AI research evidence record anthropic:c14
    64. AI research evidence record openai:c4
    65. AI research evidence record anthropic:c19
    66. AI research evidence record anthropic:c18
    67. AI research evidence record anthropic:c26
    68. AI research evidence record anthropic:c25
    69. AI research evidence record openai:c1
    70. AI research evidence record anthropic:c16
    71. AI research evidence record anthropic:c22
    72. AI research evidence record anthropic:c23
    73. AI research evidence record anthropic:c24
    74. AI research evidence record openai:c1
    75. AI research evidence record anthropic:c4
    76. AI research evidence record openai:c6
    77. AI research evidence record deepseek:c1
    78. AI research evidence record kimi:c1
    79. AI research evidence record anthropic:c17
    80. AI research evidence record openai:c4
    81. AI research evidence record anthropic:c19
    82. AI research evidence record anthropic:c28
    83. AI research evidence record openai:c2
    84. AI research evidence record anthropic:c6
    85. AI research evidence record openai:c7
    86. AI research evidence record anthropic:c21
    87. AI research evidence record grok:c6
    88. AI research evidence record openai:c8
    89. AI research evidence record anthropic:c20
    90. AI research evidence record anthropic:c27
    91. AI research evidence record openai:c3
    92. AI research evidence record openai:c1
    93. AI research evidence record anthropic:c10
    94. AI research evidence record anthropic:c5
    95. AI research evidence record anthropic:c3
    96. AI research evidence record anthropic:c16
    97. AI research evidence record anthropic:c27
    98. AI research evidence record anthropic:c25
    99. AI research evidence record openai:c3
    100. AI research evidence record anthropic:c3
    101. AI research evidence record google:c1
    102. AI research evidence record openai:c7
    103. AI research evidence record openai:c2
    104. AI research evidence record anthropic:c5
    105. AI research evidence record anthropic:c23
    106. AI research evidence record anthropic:c28
    107. AI research evidence record anthropic:c27
    108. AI research evidence record openai:c1
    109. AI research evidence record google:c1
    110. AI research evidence record deepseek:c1
    111. AI research evidence record anthropic:c23
    112. AI research evidence record anthropic:c19
    113. AI research evidence record anthropic:c20
    114. AI research evidence record anthropic:c28
    115. AI research evidence record anthropic:c5
    116. AI research evidence record kimi:c4
    117. AI research evidence record kimi:c2
    118. AI research evidence record kimi:c5
    119. AI research evidence record openai:c2
    120. AI research evidence record anthropic:c3
    121. AI research evidence record openai:c1
    122. AI research evidence record anthropic:c17
    123. AI research evidence record openai:c7
    124. AI research evidence record openai:c8
    125. AI research evidence record anthropic:c20
    126. AI research evidence record anthropic:c14
    127. AI research evidence record openai:c4
    128. AI research evidence record anthropic:c19
    129. AI research evidence record anthropic:c12
    130. AI research evidence record anthropic:c22
    131. AI research evidence record deepseek:c1
    132. AI research evidence record anthropic:c28

Independent Sources

  • MobileHelp Costs, Plans, and Systems 2026 - SeniorsList: https://seniorslist.com/medical-alert-systems/mobilehelp/
  • MobileHelp Classic Cellular medical alert system review - Caring.com: https://www.caring.com/senior-products/best-medical-alert-systems/mobilehelp-classic
  • MobileHelp Review: Good System Overall, But With 2 Negatives: https://www.medicalalertbuyersguide.org/medical-alert-system/mobilehelp-review/
  • MobileHelp Review (2026): With Costs & Models: https://www.retirementliving.com/reviews/mobilehelp
  • MobileHelp Cost, Pricing, Packages & Monthly Plans: https://www.safehome.org/medical-alert-systems/mobilehelp/
  • Best Cellular Home Security Systems of 2026: https://www.security.org/home-security-systems/best/cellular/
  • MobileHelp Medical Alert System Cost & Pricing in 2026: https://www.seniorliving.org/medical-alert-systems/mobilehelp/
  • Additional AI research evidence132 records
    1. AI research evidence record openai:c1
    2. AI research evidence record anthropic:c6
    3. AI research evidence record google:c1
    4. AI research evidence record openai:c1
    5. AI research evidence record anthropic:c1
    6. AI research evidence record google:c1
    7. AI research evidence record anthropic:c2
    8. AI research evidence record anthropic:c26
    9. AI research evidence record openai:c3
    10. AI research evidence record openai:c1
    11. AI research evidence record anthropic:c1
    12. AI research evidence record deepseek:c1
    13. AI research evidence record google:c1
    14. AI research evidence record grok:c1
    15. AI research evidence record anthropic:c10
    16. AI research evidence record anthropic:c11
    17. AI research evidence record openai:c2
    18. AI research evidence record anthropic:c5
    19. AI research evidence record grok:c2
    20. AI research evidence record anthropic:c12
    21. AI research evidence record anthropic:c13
    22. AI research evidence record anthropic:c14
    23. AI research evidence record grok:c3
    24. AI research evidence record openai:c4
    25. AI research evidence record anthropic:c19
    26. AI research evidence record grok:c5
    27. AI research evidence record anthropic:c25
    28. AI research evidence record anthropic:c26
    29. AI research evidence record anthropic:c4
    30. AI research evidence record anthropic:c17
    31. AI research evidence record grok:c4
    32. AI research evidence record openai:c1
    33. AI research evidence record anthropic:c4
    34. AI research evidence record openai:c6
    35. AI research evidence record deepseek:c1
    36. AI research evidence record kimi:c1
    37. AI research evidence record openai:c2
    38. AI research evidence record anthropic:c6
    39. AI research evidence record openai:c7
    40. AI research evidence record anthropic:c21
    41. AI research evidence record grok:c6
    42. AI research evidence record anthropic:c13
    43. AI research evidence record anthropic:c14
    44. AI research evidence record grok:c3
    45. AI research evidence record anthropic:c22
    46. AI research evidence record anthropic:c23
    47. AI research evidence record anthropic:c24
    48. AI research evidence record grok:c5
    49. AI research evidence record openai:c4
    50. AI research evidence record anthropic:c19
    51. AI research evidence record perplexity:c1
    52. AI research evidence record grok:c1
    53. AI research evidence record google:c1
    54. AI research evidence record openai:c2
    55. AI research evidence record anthropic:c3
    56. AI research evidence record anthropic:c9
    57. AI research evidence record anthropic:c10
    58. AI research evidence record anthropic:c11
    59. AI research evidence record anthropic:c5
    60. AI research evidence record grok:c2
    61. AI research evidence record anthropic:c12
    62. AI research evidence record anthropic:c13
    63. AI research evidence record anthropic:c14
    64. AI research evidence record openai:c4
    65. AI research evidence record anthropic:c19
    66. AI research evidence record anthropic:c18
    67. AI research evidence record anthropic:c26
    68. AI research evidence record anthropic:c25
    69. AI research evidence record openai:c1
    70. AI research evidence record anthropic:c16
    71. AI research evidence record anthropic:c22
    72. AI research evidence record anthropic:c23
    73. AI research evidence record anthropic:c24
    74. AI research evidence record openai:c1
    75. AI research evidence record anthropic:c4
    76. AI research evidence record openai:c6
    77. AI research evidence record deepseek:c1
    78. AI research evidence record kimi:c1
    79. AI research evidence record anthropic:c17
    80. AI research evidence record openai:c4
    81. AI research evidence record anthropic:c19
    82. AI research evidence record anthropic:c28
    83. AI research evidence record openai:c2
    84. AI research evidence record anthropic:c6
    85. AI research evidence record openai:c7
    86. AI research evidence record anthropic:c21
    87. AI research evidence record grok:c6
    88. AI research evidence record openai:c8
    89. AI research evidence record anthropic:c20
    90. AI research evidence record anthropic:c27
    91. AI research evidence record openai:c3
    92. AI research evidence record openai:c1
    93. AI research evidence record anthropic:c10
    94. AI research evidence record anthropic:c5
    95. AI research evidence record anthropic:c3
    96. AI research evidence record anthropic:c16
    97. AI research evidence record anthropic:c27
    98. AI research evidence record anthropic:c25
    99. AI research evidence record openai:c3
    100. AI research evidence record anthropic:c3
    101. AI research evidence record google:c1
    102. AI research evidence record openai:c7
    103. AI research evidence record openai:c2
    104. AI research evidence record anthropic:c5
    105. AI research evidence record anthropic:c23
    106. AI research evidence record anthropic:c28
    107. AI research evidence record anthropic:c27
    108. AI research evidence record openai:c1
    109. AI research evidence record google:c1
    110. AI research evidence record deepseek:c1
    111. AI research evidence record anthropic:c23
    112. AI research evidence record anthropic:c19
    113. AI research evidence record anthropic:c20
    114. AI research evidence record anthropic:c28
    115. AI research evidence record anthropic:c5
    116. AI research evidence record kimi:c4
    117. AI research evidence record kimi:c2
    118. AI research evidence record kimi:c5
    119. AI research evidence record openai:c2
    120. AI research evidence record anthropic:c3
    121. AI research evidence record openai:c1
    122. AI research evidence record anthropic:c17
    123. AI research evidence record openai:c7
    124. AI research evidence record openai:c8
    125. AI research evidence record anthropic:c20
    126. AI research evidence record anthropic:c14
    127. AI research evidence record openai:c4
    128. AI research evidence record anthropic:c19
    129. AI research evidence record anthropic:c12
    130. AI research evidence record anthropic:c22
    131. AI research evidence record deepseek:c1
    132. AI research evidence record anthropic:c28

Other Sources

  • Additional AI research evidence132 records
    1. AI research evidence record openai:c1
    2. AI research evidence record anthropic:c6
    3. AI research evidence record google:c1
    4. AI research evidence record openai:c1
    5. AI research evidence record anthropic:c1
    6. AI research evidence record google:c1
    7. AI research evidence record anthropic:c2
    8. AI research evidence record anthropic:c26
    9. AI research evidence record openai:c3
    10. AI research evidence record openai:c1
    11. AI research evidence record anthropic:c1
    12. AI research evidence record deepseek:c1
    13. AI research evidence record google:c1
    14. AI research evidence record grok:c1
    15. AI research evidence record anthropic:c10
    16. AI research evidence record anthropic:c11
    17. AI research evidence record openai:c2
    18. AI research evidence record anthropic:c5
    19. AI research evidence record grok:c2
    20. AI research evidence record anthropic:c12
    21. AI research evidence record anthropic:c13
    22. AI research evidence record anthropic:c14
    23. AI research evidence record grok:c3
    24. AI research evidence record openai:c4
    25. AI research evidence record anthropic:c19
    26. AI research evidence record grok:c5
    27. AI research evidence record anthropic:c25
    28. AI research evidence record anthropic:c26
    29. AI research evidence record anthropic:c4
    30. AI research evidence record anthropic:c17
    31. AI research evidence record grok:c4
    32. AI research evidence record openai:c1
    33. AI research evidence record anthropic:c4
    34. AI research evidence record openai:c6
    35. AI research evidence record deepseek:c1
    36. AI research evidence record kimi:c1
    37. AI research evidence record openai:c2
    38. AI research evidence record anthropic:c6
    39. AI research evidence record openai:c7
    40. AI research evidence record anthropic:c21
    41. AI research evidence record grok:c6
    42. AI research evidence record anthropic:c13
    43. AI research evidence record anthropic:c14
    44. AI research evidence record grok:c3
    45. AI research evidence record anthropic:c22
    46. AI research evidence record anthropic:c23
    47. AI research evidence record anthropic:c24
    48. AI research evidence record grok:c5
    49. AI research evidence record openai:c4
    50. AI research evidence record anthropic:c19
    51. AI research evidence record perplexity:c1
    52. AI research evidence record grok:c1
    53. AI research evidence record google:c1
    54. AI research evidence record openai:c2
    55. AI research evidence record anthropic:c3
    56. AI research evidence record anthropic:c9
    57. AI research evidence record anthropic:c10
    58. AI research evidence record anthropic:c11
    59. AI research evidence record anthropic:c5
    60. AI research evidence record grok:c2
    61. AI research evidence record anthropic:c12
    62. AI research evidence record anthropic:c13
    63. AI research evidence record anthropic:c14
    64. AI research evidence record openai:c4
    65. AI research evidence record anthropic:c19
    66. AI research evidence record anthropic:c18
    67. AI research evidence record anthropic:c26
    68. AI research evidence record anthropic:c25
    69. AI research evidence record openai:c1
    70. AI research evidence record anthropic:c16
    71. AI research evidence record anthropic:c22
    72. AI research evidence record anthropic:c23
    73. AI research evidence record anthropic:c24
    74. AI research evidence record openai:c1
    75. AI research evidence record anthropic:c4
    76. AI research evidence record openai:c6
    77. AI research evidence record deepseek:c1
    78. AI research evidence record kimi:c1
    79. AI research evidence record anthropic:c17
    80. AI research evidence record openai:c4
    81. AI research evidence record anthropic:c19
    82. AI research evidence record anthropic:c28
    83. AI research evidence record openai:c2
    84. AI research evidence record anthropic:c6
    85. AI research evidence record openai:c7
    86. AI research evidence record anthropic:c21
    87. AI research evidence record grok:c6
    88. AI research evidence record openai:c8
    89. AI research evidence record anthropic:c20
    90. AI research evidence record anthropic:c27
    91. AI research evidence record openai:c3
    92. AI research evidence record openai:c1
    93. AI research evidence record anthropic:c10
    94. AI research evidence record anthropic:c5
    95. AI research evidence record anthropic:c3
    96. AI research evidence record anthropic:c16
    97. AI research evidence record anthropic:c27
    98. AI research evidence record anthropic:c25
    99. AI research evidence record openai:c3
    100. AI research evidence record anthropic:c3
    101. AI research evidence record google:c1
    102. AI research evidence record openai:c7
    103. AI research evidence record openai:c2
    104. AI research evidence record anthropic:c5
    105. AI research evidence record anthropic:c23
    106. AI research evidence record anthropic:c28
    107. AI research evidence record anthropic:c27
    108. AI research evidence record openai:c1
    109. AI research evidence record google:c1
    110. AI research evidence record deepseek:c1
    111. AI research evidence record anthropic:c23
    112. AI research evidence record anthropic:c19
    113. AI research evidence record anthropic:c20
    114. AI research evidence record anthropic:c28
    115. AI research evidence record anthropic:c5
    116. AI research evidence record kimi:c4
    117. AI research evidence record kimi:c2
    118. AI research evidence record kimi:c5
    119. AI research evidence record openai:c2
    120. AI research evidence record anthropic:c3
    121. AI research evidence record openai:c1
    122. AI research evidence record anthropic:c17
    123. AI research evidence record openai:c7
    124. AI research evidence record openai:c8
    125. AI research evidence record anthropic:c20
    126. AI research evidence record anthropic:c14
    127. AI research evidence record openai:c4
    128. AI research evidence record anthropic:c19
    129. AI research evidence record anthropic:c12
    130. AI research evidence record anthropic:c22
    131. AI research evidence record deepseek:c1
    132. AI research evidence record anthropic:c28

Verify this research

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

Study date
Aug 7, 2026
Platforms analyzed
7
Source records
25
Ranking mentions
6 of 7
Platform share
86%
Final consensus rank
#3

Research trail and source mix

Platforms

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

Source mix

12 independent · 12 company-owned · 1 unclear

Evidence support

23 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 a016ede197b245b63ea51dcb912abd7ea754dc5f8929b2a46d40c9c86ca22be7