AI Consensus Fit Review

Jiobit for Dementia and Wandering Risk Management - AI Consensus Fit Review

Jiobit is a mixed-to-good fit for Dementia & Wandering Risk Management, depending on the stage of cognitive decline.

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Answer Capsule

Jiobit is a mixed-to-good fit for Dementia & Wandering Risk Management, depending on the stage of cognitive decline. Two of seven AI platforms named Jiobit during the ranking stage, with an average listed rank of 6.0 and a best rank of 5. The strongest reason to consider Jiobit is its exceptionally discreet, lightweight design (18 grams, Oreo-sized) combined with multi-network GPS tracking (GPS, Wi-Fi, cellular, Bluetooth) and geofencing alerts that work well for early-to-moderate dementia wandering. The main limitation is that Jiobit is a location tracker, not a medical alert system—it lacks two-way voice communication, fall detection, and confirmed 24/7 professional monitoring, making it unsuitable as a standalone safety solution for advanced dementia. Platform fit ratings split: three rated it "good," three "mixed," and one "uncertain."

Research Snapshot

MetricValue
Platform mentions in ranking stage2 of 7 (google, grok)
Share of included platform responses28.6% (2 of 7)
Average listed rank6.0
Best listed rank5 (grok)
Relevant product/model/planJiobit Smart Tag Gen 3 with subscription (Life360)
Overall use-case fitMixed-to-good; best for early/moderate dementia
Research date2026-08-10

Why Jiobit Qualified for This Study

Jiobit entered this study because it appeared in the ranking stage for GPS-enabled system models and service providers relevant to dementia wandering risk management. Two platforms (google and grok) named Jiobit during ranking discovery, placing it at ranks 7 and 5 respectively. The product is marketed by Life360 as a compact real-time location tracker and is positioned on Jiobit's own website with a dedicated seniors and dementia section [1]. The company claims the device is suitable for elderly caregivers and dementia wandering scenarios [2].

The Product, Model, Plan, or Service Most Relevant to Dementia & Wandering Risk Management

The relevant product is the Jiobit Smart Tag Gen 3 with a mandatory cellular-data subscription. The device is a compact GPS tracker that uses multi-network "Progressive Beaconing" technology combining 5G cellular, GPS, Wi-Fi, and Bluetooth for location determination [4]. It weighs approximately 18 grams (0.6 ounces) and is roughly the size of an Oreo cookie [6]. The device requires a subscription for cellular connectivity; there is no offline or Bluetooth-only fallback mode [7].

The product is sold with multiple attachment options including a secure loop, hem-lock clip, and strap clip, allowing discreet attachment to clothing, waistbands, or belongings [9]. The device has no screen or buttons for the wearer, which reduces confusion for some dementia patients but also removes wearer-initiated autonomy [10].

What the AI Platforms Agreed About

Strong agreement: Jiobit is a location tracker, not a medical alert system. All seven platforms that provided fit assessments agreed that Jiobit lacks core medical alert features. The device has no two-way voice communication, no speaker or microphone, and no fall detection [11]. The SOS button, where available, alerts the Care Team rather than connecting directly to a monitoring center [15].

Strong agreement: The device is highly discreet and comfortable. Multiple platforms noted the small form factor as a key strength. The device is described as "the size of an Oreo cookie" and "the most discreet option available" [16]. This reduces stigma and may reduce device-removal frequency in early-stage dementia [18].

Strong agreement: Geofencing and location tracking are core strengths. Platforms consistently identified Trusted Places geofencing with entry/exit alerts, location history, and real-time tracking as advantages for wandering prevention [19].

Majority agreement: Battery life is adequate but variable. Most platforms cited 7–14 days of typical real-world use, with up to 20–30 days possible under optimal conditions or power-save mode [25]. One platform (deepseek) reported a shorter 2–4 day battery life, creating a factual conflict [26].

Majority agreement: Water resistance is sufficient for daily wear. Most platforms cited an IP68 or IPX8 rating, submersible to 1.5 meters for 30 minutes [27]. One platform noted the rating allows swimming and showering but not prolonged submersion [12].

Where the AI Platforms Disagreed or Were Uncertain

Fit rating split. Three platforms rated Jiobit a "good" fit for dementia wandering management (anthropic, google, grok), three rated it "mixed" (openai, deepseek, kimi), and one rated it "uncertain" (perplexity). The "good" ratings emphasized early-to-moderate dementia suitability; the "mixed" ratings emphasized the absence of emergency response features; the "uncertain" rating cited insufficient verifiable product documentation.

Battery life conflict. Sources cite widely varying battery life: 2–4 days [30], 7–10 days typical [31], up to 20–30 days in power-save mode [32]. The 30-day figure requires very low-use power-save mode that most caregivers will not use in active tracking scenarios [32].

Emergency dispatch status conflict. The company website lists "24/7 call center & 911 emergency dispatch (coming soon)" [34]. However, google's research found that SOS Mode is powered by a Noonlight partnership that can alert first responders and coordinate with 911 [36]. The implementation timeline and current availability are unclear [34].

Pricing conflict. Sources cite different subscription prices: $8.99/month (older pricing), $8.33/month annual prepay ($99.99/year), $14.99/month no-contract, and $16.99/month no-contract [38]. Hardware pricing ranges from $99.99 promotional to $149.99 standard [42].

Generation ambiguity. Sources reference "Gen 3" as current, but also mention "Jiobit Next" as a newer product with similar specifications [33]. It is unclear whether these are the same device or successive models [33].

Dementia-stage suitability. Independent reviewers rate Jiobit "best for early-stage" dementia but recommend alternatives like Family1st for broader dementia coverage [43]. The device's removable clip is a security weakness for advanced dementia patients who may remove or discard the device [44].

Use-Case-Specific Features and Capabilities

GPS Precision and Location Refresh Rate

Jiobit combines GPS, Wi-Fi, cellular, and Bluetooth positioning with a patented Progressive Beaconing algorithm [46]. The company lists an approximate location-accuracy range of 1–50 feet, but actual accuracy depends on signal availability and environment [47]. Real-world testing showed a location fix within approximately 200 feet with 90-second recovery [48]. Live Mode can report location as frequently as every 10 seconds, but actual refresh frequency varies by mode, connectivity, battery state, and location [47]. Rural areas with spotty cellular coverage may experience delays [50].

Geofencing and Wandering Alerts

Jiobit supports custom Trusted Places geofencing with entry/exit alerts [47]. Caregivers can set up safe zones for home, care facilities, or other locations and receive push notifications when boundaries are crossed [46]. The listed geofence alert time is approximately 1–3 minutes, so alerts should not be treated as instantaneous [47]. In a Trusted Place, the app may not show the tracker's exact position within the boundary [53].

Caregiver App Quality

The Jiobit app (iOS/Android) provides live mode, tracking mode, location history/timeline, directions to the last known location, and Care Team access for multiple caregivers [49]. The app is described as functional but "not polished" compared to Life360 [54]. Multiple caregiver management is a useful feature for distributed dementia care responsibility [50]. The app is required for all functionality; there is no independent device interface [50].

Wearable Comfort and Discretion

The Smart Tag weighs approximately 18 grams and includes modular attachment options [47]. It is described as the size of an Oreo cookie and the most discreet option available [55]. The small size makes it easy to conceal inside a waistband where cognitively declining seniors may not remember it's there [50]. However, the removable clip is a security weakness for advanced dementia patients [50].

Emergency Call Escalation

This is Jiobit's weakest area for dementia use. The device has no speaker or microphone, eliminating two-way voice communication [57]. The SOS button, where available, sends an alert to the Care Team rather than connecting directly to a monitoring center [59]. The company website lists "24/7 call center & 911 emergency dispatch (coming soon)" but this was not yet implemented as of August 2026 [59]. Google's research found that SOS Mode is powered by a Noonlight partnership for 911 dispatch coordination [57], but the activation process and subscription eligibility are not fully documented [47].

Battery Life

Battery life claims vary significantly. The company lists active-use battery life of up to 30 days [47]. Real-world reports show 7–14 days for typical daily tracking, with extended 14–20 days under lighter use [63]. Battery life extends to 30 days in power-save mode within Trusted Places [63]. Charging takes approximately 2 hours via magnetic connector [63]. One platform reported a shorter 2–4 day battery life [64].

Waterproofing and Durability

Jiobit Gen 3 is rated IP68 waterproof, submersible up to 1.5 meters for 30 minutes [65]. The device survived real-world testing including rain, toilet, and concrete drops without damage [65]. The reviewed sources do not establish a specific IP rating for all models, and one platform noted the rating allows swimming and showering but not prolonged submersion [58].

Pricing, Fees, Contracts, and Ongoing Costs

Known Costs

ItemPriceSource
Device hardware$99.99–$149.99 (promotional to standard)[67], [68], [69]
Subscription (1-year prepay)$8.33/month billed annually ($99.99/year)[70], [71]
Subscription (no contract)$14.99–$16.99/month[72], [71], [69]
Subscription (older pricing)$8.99/month[73], [74]
Charging kit (separate)$24.99[69]

Contract and Cancellation Terms

  • The month-to-month subscription may be canceled at any time [69].
  • Canceling the connection service deactivates the device permanently; it cannot be reactivated [69].
  • The annual prepaid plan automatically changes to the $14.99 monthly plan at the end of the prepaid year [69].
  • 1-year prepay contracts involve an early cancellation penalty of 50% of the remaining balance [71].
  • Subscribers can pause service for free for up to 3 months [71].
  • Early termination within 3 billing periods triggers a $25 refurbishment fee [75].
  • Lost or stolen device replacement: $149 charged if subscription is terminated without return [75].
  • International data usage beyond 14 consecutive days per billing period triggers additional charges [75].

Additional Fees

  • No separate SIM card or cellular plan required (included in subscription) [75].
  • Return shipping responsibility falls to the customer if subscription is canceled [75].
  • Cellular reactivation fees apply if a plan is canceled and later restarted [71].
  • Replacement, loss, taxes, shipping, and accessory costs are not fully established [69].

Pricing confidence is moderate. Sources conflict on exact current pricing, and promotional pricing varies by region and time [70].

Best Suited For

Jiobit is best suited for caregivers managing early-to-moderate dementia or mild cognitive decline with wandering risk [76]. Specific best-fit scenarios include:

  • Caregivers who primarily need location visibility and boundary-exit alerts [78]
  • Seniors with Alzheimer's who remain cognitively engaged enough to keep the device attached [76]
  • Situations where discreet tracking without stigma is important [79]
  • Multi-caregiver scenarios where alerts need to be distributed across family members [81]
  • Budget-conscious caregivers prioritizing cost-effectiveness without sacrificing core GPS reliability [82]
  • Households with good cellular coverage in urban or suburban areas [81]
  • Supplemental tracking layered with a primary medical alert system [83]

Probably Not Best Suited For

Jiobit is probably not best suited for:

  • Advanced dementia with frequent device removal — the removable clip is a security weakness; AngelSense offers tamper-proof non-removable magnetic locks [84]
  • Seniors who need to call for help directly — no two-way voice communication or speakerphone [86]
  • Situations requiring guaranteed 24/7 professional emergency monitoring — no confirmed monitoring center escalation [88]
  • Users with fall risk needing automatic fall detection — no fall detection capability [86]
  • Rural or remote areas with spotty cellular coverage — location updates may be delayed [84]
  • Care recipients who may remove, lose, disable, or refuse to wear a tracker [89]
  • Buyers seeking a clearly documented, currently supported dementia-specific product with transparent long-term availability [89]

When Another Option May Be Better

ScenarioBetter AlternativeReason
Advanced dementia with frequent device removalAngelSenseTamper-proof non-removable magnetic lock, behavioral alerts [91]
Two-way voice calling and direct SOS-to-911 essentialAngelSense, TickTalk, or Lively Mobile PlusMedical-grade features Jiobit lacks [91]
Rural areas with poor cellular coverageGPS Tracker 247No subscription, works on cheaper coverage [91]
Budget constraints with broader dementia care supportFamily1st Senior GPS TrackerLower overall cost, flexible carrying options, long battery [92]
Fall detection, health monitoring, medication remindersMedical Guardian or Life AlertSpecialized for elderly health, not pure location tracking [91]
Multiple devices tracking (spouse + parent)Life360 PremiumUnlimited family members, same app ecosystem [91]

Questions to Verify Before Buying

  1. Is the Jiobit Smart Tag currently in stock for new U.S. customers, and will Life360 continue supporting this exact model throughout the expected ownership period? [93]
  2. What exact subscription plan enables SOS or Alert Me, and does it call 911 directly, notify caregivers only, or connect to professional monitoring? [93]
  3. Has 911 emergency dispatch been implemented yet, or is this still "coming soon"? [96]
  4. Does the device support two-way voice communication or only location and alert transmission? [98]
  5. What location-update interval should the caregiver expect in a real-world wandering event, indoors, outdoors, in vehicles, and in weak-cellular areas? [93]
  6. What is the tested battery life with live tracking enabled, and how are low-battery alerts delivered? [93]
  7. What is the device's formal water-resistance or IP rating, and is shower or bathing use permitted? [93]
  8. How are geofence boundaries configured, and what are the expected alert delays and false-alert conditions? [93]
  9. What happens when the tracker is inside a Trusted Place, disconnected from Bluetooth, without GPS visibility, or outside cellular coverage? [101]
  10. What is the replacement process and cost if the device is lost, damaged, removed, or stops reporting? [102]
  11. Can multiple caregivers receive alerts, and what permissions and smartphone requirements apply? [103]
  12. Is the current hardware generation Gen 3 or Jiobit Next? What are the technical differences relevant to dementia wandering management? [104]
  13. Does Jiobit work reliably in my geographic area? Check coverage map for rural/urban cellular signal quality. [105]
  14. Are there any known cases of device removal in dementia patients? Does Jiobit log removal events or send alerts if the device is forcibly detached? [105]

Final AI Consensus Verdict

Jiobit is a mixed-to-good fit for Dementia & Wandering Risk Management, with the strongest suitability for early-to-moderate dementia cases where the primary need is location visibility and boundary-exit alerts. The device's compact, discreet form factor, multi-network GPS tracking, geofencing, and multi-caregiver app support directly address core wandering safety needs [106].

However, Jiobit is fundamentally a location tracker, not a medical alert system. It lacks two-way voice communication, fall detection, and confirmed 24/7 professional monitoring—features that many caregivers of wandering seniors critically need [109]. The removable clip is a security weakness for advanced dementia patients who may remove or discard the device [112].

The AI consensus is that Jiobit is best viewed as a foundational safety layer complementing—not replacing—active caregiver supervision, routine establishment, and emergency protocols [112]. For advanced dementia with high device-removal risk, rural residents, or those prioritizing voice communication, alternatives like AngelSense or medical-grade alert systems should be evaluated instead [112].

Before purchasing, buyers must verify current availability, SOS functionality, update behavior, waterproofing, and support continuity, as several of these details remain unclear or conflicting across sources [114].

For a broader comparison of options, see the Dementia & Wandering Risk Management 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, grok, perplexity, kimi, google) that evaluated Jiobit specifically for the Dementia & Wandering Risk Management use case. Each platform was asked to assess Jiobit against category criteria including GPS precision, geofencing alerts, caregiver app quality, wearable comfort, emergency call escalation, battery life, waterproofing, and location refresh rate.

The authoritative research date for this study is 2026-08-10. Platform-reported research dates are provenance metadata and do not independently prove freshness. One platform (deepseek) reported a research date of 2026-04-06, which differs from the authoritative run date; this is disclosed as a methodology limitation.

Platform mentions in the ranking stage count only platforms that named Jiobit during ranking discovery (2 of 7: google and grok). All seven platforms provided fit assessments, but the ranking-stage mention count is a separate metric.

Methodology Limitations

  • Company-owned citations materially outnumber independent citations. Of the 44 deduplicated sources, 10 are company-owned, 9 are independent, and 25 have unclear ownership. Company claims should not be treated as independently verified.
  • 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 reported a research date of 2026-04-06, while the authoritative run date is 2026-08-10.
  • Factual conflicts exist in the source set. Battery life claims range from 2–4 days to 30 days; subscription pricing ranges from $8.33/month to $16.99/month; emergency dispatch status is described as both "coming soon" and operational via Noonlight partnership.
  • Anecdotal public reports describe delayed or missing location updates and uncertainty about continued support, but these are not sufficient to establish a general failure rate [117].
  • AI-platform agreement does not prove product quality. This review reports what the platforms found in their research; it does not constitute independent testing or verification.
  • No personal testing, customer experience, medical benefit, guaranteed performance, or independent verification is claimed unless explicitly supplied in the source set.

Sources

Company-Owned Sources

  • Product - Jiobit & Care.com: https://www.jiobit.com/product-jiobit-care
  • Life360 and Jiobit Integration: https://www.life360.com
  • What Is Product-Market Fit? How to Measure and Examples: https://www.salesforce.com/blog/sales/product-market-fit/
  • Additional AI research evidence118 records
    1. AI research evidence record anthropic:c3
    2. AI research evidence record anthropic:c10
    3. AI research evidence record anthropic:c12
    4. AI research evidence record anthropic:c7
    5. AI research evidence record google:c1
    6. AI research evidence record anthropic:c11
    7. AI research evidence record anthropic:c14
    8. AI research evidence record anthropic:c28
    9. AI research evidence record openai:c1
    10. AI research evidence record kimi:c2
    11. AI research evidence record deepseek:c3
    12. AI research evidence record kimi:c2
    13. AI research evidence record anthropic:c14
    14. AI research evidence record google:c4
    15. AI research evidence record anthropic:c19
    16. AI research evidence record anthropic:c11
    17. AI research evidence record grok:c2
    18. AI research evidence record anthropic:c12
    19. AI research evidence record openai:c1
    20. AI research evidence record openai:c2
    21. AI research evidence record anthropic:c16
    22. AI research evidence record grok:c1
    23. AI research evidence record kimi:c1
    24. AI research evidence record google:c1
    25. AI research evidence record anthropic:c18
    26. AI research evidence record deepseek:c1
    27. AI research evidence record anthropic:c21
    28. AI research evidence record google:c3
    29. AI research evidence record grok:c3
    30. AI research evidence record deepseek:c1
    31. AI research evidence record google:c1
    32. AI research evidence record anthropic:c18
    33. AI research evidence record anthropic:c20
    34. AI research evidence record anthropic:c19
    35. AI research evidence record grok:c4
    36. AI research evidence record google:c4
    37. AI research evidence record google:c6
    38. AI research evidence record anthropic:c24
    39. AI research evidence record anthropic:c27
    40. AI research evidence record google:c7
    41. AI research evidence record openai:c1
    42. AI research evidence record anthropic:c2
    43. AI research evidence record anthropic:c12
    44. AI research evidence record anthropic:c14
    45. AI research evidence record google:c5
    46. AI research evidence record google:c1
    47. AI research evidence record openai:c1
    48. AI research evidence record anthropic:c7
    49. AI research evidence record openai:c2
    50. AI research evidence record anthropic:c14
    51. AI research evidence record anthropic:c16
    52. AI research evidence record grok:c1
    53. AI research evidence record openai:c3
    54. AI research evidence record anthropic:c2
    55. AI research evidence record anthropic:c11
    56. AI research evidence record google:c5
    57. AI research evidence record google:c4
    58. AI research evidence record kimi:c2
    59. AI research evidence record anthropic:c19
    60. AI research evidence record grok:c4
    61. AI research evidence record google:c6
    62. AI research evidence record openai:c4
    63. AI research evidence record anthropic:c18
    64. AI research evidence record deepseek:c1
    65. AI research evidence record anthropic:c21
    66. AI research evidence record google:c3
    67. AI research evidence record anthropic:c2
    68. AI research evidence record grok:c4
    69. AI research evidence record openai:c1
    70. AI research evidence record anthropic:c24
    71. AI research evidence record google:c7
    72. AI research evidence record anthropic:c27
    73. AI research evidence record anthropic:c13
    74. AI research evidence record deepseek:c1
    75. AI research evidence record anthropic:c25
    76. AI research evidence record anthropic:c12
    77. AI research evidence record google:c5
    78. AI research evidence record openai:c1
    79. AI research evidence record anthropic:c11
    80. AI research evidence record grok:c2
    81. AI research evidence record anthropic:c14
    82. AI research evidence record anthropic:c13
    83. AI research evidence record kimi:c2
    84. AI research evidence record anthropic:c14
    85. AI research evidence record google:c5
    86. AI research evidence record kimi:c2
    87. AI research evidence record google:c4
    88. AI research evidence record deepseek:c3
    89. AI research evidence record openai:c1
    90. AI research evidence record perplexity:c1
    91. AI research evidence record anthropic:c14
    92. AI research evidence record anthropic:c12
    93. AI research evidence record openai:c1
    94. AI research evidence record perplexity:c1
    95. AI research evidence record google:c4
    96. AI research evidence record anthropic:c19
    97. AI research evidence record grok:c4
    98. AI research evidence record kimi:c2
    99. AI research evidence record anthropic:c18
    100. AI research evidence record anthropic:c21
    101. AI research evidence record openai:c3
    102. AI research evidence record anthropic:c25
    103. AI research evidence record openai:c2
    104. AI research evidence record anthropic:c20
    105. AI research evidence record anthropic:c14
    106. AI research evidence record anthropic:c7
    107. AI research evidence record google:c1
    108. AI research evidence record grok:c1
    109. AI research evidence record deepseek:c3
    110. AI research evidence record kimi:c2
    111. AI research evidence record google:c4
    112. AI research evidence record anthropic:c14
    113. AI research evidence record google:c5
    114. AI research evidence record openai:c1
    115. AI research evidence record anthropic:c19
    116. AI research evidence record perplexity:c1
    117. AI research evidence record openai:c6
    118. AI research evidence record openai:c7

Independent Sources

  • Jiobit GPS Tracker Review: Honest Pros, Cons & Verdict: https://elderlivinghub.com/reviews/jiobit-gps-tracker-review/
  • Jiobit vs. Medical Alert Systems: What's the Difference?: https://www.safewise.com/blog/jiobit-vs-medical-alert-systems/
  • Best GPS Trackers for Seniors with Dementia - Senior Safety Reviews: https://www.seniorsafetyreviews.com
  • Additional AI research evidence118 records
    1. AI research evidence record anthropic:c3
    2. AI research evidence record anthropic:c10
    3. AI research evidence record anthropic:c12
    4. AI research evidence record anthropic:c7
    5. AI research evidence record google:c1
    6. AI research evidence record anthropic:c11
    7. AI research evidence record anthropic:c14
    8. AI research evidence record anthropic:c28
    9. AI research evidence record openai:c1
    10. AI research evidence record kimi:c2
    11. AI research evidence record deepseek:c3
    12. AI research evidence record kimi:c2
    13. AI research evidence record anthropic:c14
    14. AI research evidence record google:c4
    15. AI research evidence record anthropic:c19
    16. AI research evidence record anthropic:c11
    17. AI research evidence record grok:c2
    18. AI research evidence record anthropic:c12
    19. AI research evidence record openai:c1
    20. AI research evidence record openai:c2
    21. AI research evidence record anthropic:c16
    22. AI research evidence record grok:c1
    23. AI research evidence record kimi:c1
    24. AI research evidence record google:c1
    25. AI research evidence record anthropic:c18
    26. AI research evidence record deepseek:c1
    27. AI research evidence record anthropic:c21
    28. AI research evidence record google:c3
    29. AI research evidence record grok:c3
    30. AI research evidence record deepseek:c1
    31. AI research evidence record google:c1
    32. AI research evidence record anthropic:c18
    33. AI research evidence record anthropic:c20
    34. AI research evidence record anthropic:c19
    35. AI research evidence record grok:c4
    36. AI research evidence record google:c4
    37. AI research evidence record google:c6
    38. AI research evidence record anthropic:c24
    39. AI research evidence record anthropic:c27
    40. AI research evidence record google:c7
    41. AI research evidence record openai:c1
    42. AI research evidence record anthropic:c2
    43. AI research evidence record anthropic:c12
    44. AI research evidence record anthropic:c14
    45. AI research evidence record google:c5
    46. AI research evidence record google:c1
    47. AI research evidence record openai:c1
    48. AI research evidence record anthropic:c7
    49. AI research evidence record openai:c2
    50. AI research evidence record anthropic:c14
    51. AI research evidence record anthropic:c16
    52. AI research evidence record grok:c1
    53. AI research evidence record openai:c3
    54. AI research evidence record anthropic:c2
    55. AI research evidence record anthropic:c11
    56. AI research evidence record google:c5
    57. AI research evidence record google:c4
    58. AI research evidence record kimi:c2
    59. AI research evidence record anthropic:c19
    60. AI research evidence record grok:c4
    61. AI research evidence record google:c6
    62. AI research evidence record openai:c4
    63. AI research evidence record anthropic:c18
    64. AI research evidence record deepseek:c1
    65. AI research evidence record anthropic:c21
    66. AI research evidence record google:c3
    67. AI research evidence record anthropic:c2
    68. AI research evidence record grok:c4
    69. AI research evidence record openai:c1
    70. AI research evidence record anthropic:c24
    71. AI research evidence record google:c7
    72. AI research evidence record anthropic:c27
    73. AI research evidence record anthropic:c13
    74. AI research evidence record deepseek:c1
    75. AI research evidence record anthropic:c25
    76. AI research evidence record anthropic:c12
    77. AI research evidence record google:c5
    78. AI research evidence record openai:c1
    79. AI research evidence record anthropic:c11
    80. AI research evidence record grok:c2
    81. AI research evidence record anthropic:c14
    82. AI research evidence record anthropic:c13
    83. AI research evidence record kimi:c2
    84. AI research evidence record anthropic:c14
    85. AI research evidence record google:c5
    86. AI research evidence record kimi:c2
    87. AI research evidence record google:c4
    88. AI research evidence record deepseek:c3
    89. AI research evidence record openai:c1
    90. AI research evidence record perplexity:c1
    91. AI research evidence record anthropic:c14
    92. AI research evidence record anthropic:c12
    93. AI research evidence record openai:c1
    94. AI research evidence record perplexity:c1
    95. AI research evidence record google:c4
    96. AI research evidence record anthropic:c19
    97. AI research evidence record grok:c4
    98. AI research evidence record kimi:c2
    99. AI research evidence record anthropic:c18
    100. AI research evidence record anthropic:c21
    101. AI research evidence record openai:c3
    102. AI research evidence record anthropic:c25
    103. AI research evidence record openai:c2
    104. AI research evidence record anthropic:c20
    105. AI research evidence record anthropic:c14
    106. AI research evidence record anthropic:c7
    107. AI research evidence record google:c1
    108. AI research evidence record grok:c1
    109. AI research evidence record deepseek:c3
    110. AI research evidence record kimi:c2
    111. AI research evidence record google:c4
    112. AI research evidence record anthropic:c14
    113. AI research evidence record google:c5
    114. AI research evidence record openai:c1
    115. AI research evidence record anthropic:c19
    116. AI research evidence record perplexity:c1
    117. AI research evidence record openai:c6
    118. AI research evidence record openai:c7

Other Sources

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Study date
Aug 10, 2026
Platforms analyzed
7
Source records
44
Ranking mentions
2 of 7
Platform share
29%
Final consensus rank
#6

Research trail and source mix

Platforms

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

Source mix

9 independent · 10 company-owned · 25 unclear

Evidence support

35 direct · 9 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 f071f0db8ef10a4824be8aea3f0e83fa781eeeee16563d9cca0d703ea462bb8b