AI Consensus Fit Review

e-pill for Automated Medication Management - AI Consensus Fit Review

e-pill is a good fit for Automated Medication Management for seniors taking multiple daily prescriptions, based on AI platform consensus.

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Answer Capsule

e-pill is a good fit for Automated Medication Management for seniors taking multiple daily prescriptions, based on AI platform consensus. Four of seven platforms named e-pill in the ranking stage (57% platform share), with an average listed rank of 5.0 and a best rank of 3. The strongest reason to consider e-pill is its locked automatic dispensing design that physically prevents early access and accidental double-dosing, combined with no monthly subscription fees across all models. The main limitation is unverified caregiver notification speed and reliability—the MedSmart PLUS monitored model reportedly alerts caregivers only after 60 minutes and may require a landline phone connection, while other models lack confirmed remote alerting entirely. Fit ratings ranged from "strong" (deepseek) to "uncertain" (kimi, perplexity), with four platforms rating e-pill "good."

Research Snapshot

MetricValue
Platform mentions in ranking stage4 of 7 platforms (anthropic, deepseek, kimi, openai)
Share of included platform responses57.1%
Average listed rank5.0
Best listed rank3 (kimi)
Final rank4
Relevant product/model/plane-pill MedSmart PLUS Electronic Monitored Dispenser; MedSmart Voice Pro with Bluetooth; MedTime Station; MedTime Pro
Overall use-case fitGood (4 platforms), Strong (1), Uncertain (2)
Research date2026-08-12

Why e-pill Qualified for This Study

e-pill qualified because it was named by at least two platforms during the ranking stage for Automated Medication Management. Four of seven configured platforms (anthropic, deepseek, kimi, openai) listed e-pill among their top recommendations, meeting the minimum-mentions threshold. The entity ranked as high as #3 (kimi) and as low as #7 (deepseek), with an average rank of 5.0 across the four platforms that named it [1].

The Product, Model, Plan, or Service Most Relevant to Automated Medication Management

The most frequently cited e-pill product across platforms is the e-pill MedSmart PLUS Electronic Monitored Dispenser, which is the only model with documented caregiver notification capability. The MedSmart PLUS features a 28-compartment tray holding up to 20 aspirin-sized tablets per dose, up to six daily alarms, loud sound and blinking-light alerts, AC power with battery backup, and a key-locked lid [2]. The comparison page lists the MedSmart PLUS at $789.95 [2].

Other relevant models include:

  • MedSmart Voice Pro ($324.95): Bluetooth app setup, voice prompts, up to nine daily alarms, 24-tablet capacity per compartment [6]
  • MedTime Station ($494.95): 28-compartment tray, up to six daily alarms, 18-tablet capacity, tipper base for dexterity assistance [8]
  • MedTime Pro ($489.95): 28-compartment tray, up to 24 daily alarms, 18-tablet capacity, auto-locking dispensing window [10]
  • MedTime ($449.95): 28 compartments, up to 28 daily alarms, 15 aspirin-sized tablets per compartment [12]

What the AI Platforms Agreed About

Strong agreement: Locked dispensing prevents double-dosing. All platforms that provided detailed assessments (openai, anthropic, deepseek, google, grok) agreed that e-pill's key-locked lids and automatic dispensing mechanisms physically prevent early access and accidental double-dosing. The MedTime Pro features an auto-locking dispensing window that opens only at scheduled alarm times [13]. The MedSmart Voice Pro specifically states that only the correct dose is made available while remaining medication stays locked [15].

Strong agreement: No monthly subscription fees. All platforms confirmed that e-pill devices are one-time purchases with no recurring monitoring fees. The MedSmart PLUS includes lifetime caregiver notifications without subscription costs [16]. This contrasts with subscription competitors like Hero ($29.99-$59.99/month) and Medikyu ($19.99-$29.99/month) [18].

Strong agreement: Multiple daily alarms with audible and visual alerts. Platforms consistently reported that e-pill models support 6-28 daily alarms depending on model, with loud sound and blinking-light alerts. The MedSmart Voice Pro adds voice prompts ("It's time to take your medications") for up to 60 minutes [20]. Alarm duration is adjustable from 5 minutes to 1 hour on MedTime models [21].

Majority agreement: Battery backup is adequate but duration varies. Most platforms noted AC power with battery backup or battery-only operation. MedSmart models use AC with 4 AA battery backup; MedTime and MedTime Pro run on 4 AA batteries with 6-12 months of battery life and low-battery warnings [22]. One source reports 2 months of battery backup for MedSmart Voice Pro [25].

Majority agreement: Manual tray loading is required. All models require caregivers or seniors to manually load medications into compartment trays. e-pill includes filling guides and funnels to ease this process, but there is no pre-filled cartridge option like the Hero dispenser [26].

Where the AI Platforms Disagreed or Were Uncertain

Caregiver notification speed and method: Significant disagreement. The MedSmart PLUS reportedly sends phone, email, or text notifications after 60 minutes of a missed alarm [28]. However, deepseek claimed a 1-2 minute delay after scheduled time [30], which conflicts with the 60-minute threshold reported by anthropic and google. The notification method also varies by source: google specifies that transmission relies on docking the device to a station connected to an active landline telephone jack [31], while anthropic does not mention this requirement.

Remote monitoring availability: Unclear. The MedSmart Voice Pro offers Bluetooth connectivity for setup and dose-record review, but the smartphone must be within 33 feet of the dispenser [32]. Whether remote monitoring remains available for this model, and under what infrastructure, is unclear [33]. Kimi noted that "electronic monitoring" could mean delayed compliance-data downloads rather than real-time alerts [34].

Battery backup duration: Unspecified. Deepseek and kimi both flagged that battery backup duration is not specified on official product pages [30]. Anthropic reported 2 months for MedSmart Voice Pro but did not clarify whether this is continuous use or standby [35]. Google noted that MedTime Station Pro uses AC power with 4 AA batteries for backup, while standard MedTime Pro is battery-only [36].

Pricing transparency: Low to moderate confidence. OpenAI reported moderate pricing confidence with specific sale prices; google reported high confidence with a broader price list; deepseek and kimi reported low confidence, noting that pricing is not displayed on official product pages [30]. The MedSmart PLUS price of $789.95 appears on a comparison page rather than a current product-detail page [37].

Fit rating: Mixed. Four platforms rated e-pill "good" (openai, anthropic, google, grok), one rated it "strong" (deepseek), and two rated it "uncertain" (kimi, perplexity). Perplexity noted that the available source material did not contain verifiable product-level specifications [38].

Use-Case-Specific Features and Capabilities

Dose Compartment Capacity

Capacity varies significantly by model. The MedSmart series holds up to 20 aspirin-sized tablets per compartment across 28 compartments [39]. The MedSmart Voice Pro holds 24 aspirin-sized tablets per compartment [41]. MedTime Station and MedTime Pro hold 18 tablets per compartment [42]. The base MedTime holds 15 tablets per compartment [44]. These capacities may be insufficient for large tablets, capsules, or high-pill-count doses; actual medication fit should be tested.

Alert Intensity (Visual/Audible)

e-pill lists loud sound and blinking-light alerts for MedSmart models [39]. MedTime and MedTime Pro offer sound and visual alerts with adjustable durations from 5 minutes to 1 hour [44]. The MedSmart Voice Pro provides voice prompts in a friendly voice for up to 60 minutes [45]. Deepseek reported alarms over 100 dB, though this specific claim was not corroborated by other platforms [46]. Exact decibel levels and suitability for severe hearing or vision impairment are not stated on official pages.

Automatic Locking Mechanisms

All reviewed models feature key-locked lids or locked dispensing systems. The MedTime Pro has an auto-locking dispensing window that opens only at scheduled alarm times [47]. The MedSmart Voice Pro states that only the correct dose is made available while remaining medication stays locked [48]. However, the device is "locked but not tamperproof" and should not be used for Schedule II/III pain medications [49].

Caregiver Notification Speed

This is the weakest documented area. The MedSmart PLUS sends phone, email, or text alerts after 60 minutes if a dose is missed [50]. Transmission requires docking the device to a station connected to an active landline telephone jack [52]. Deepseek claimed a 1-2 minute delay, but this conflicts with the 60-minute threshold reported elsewhere [46]. No platform verified notification latency, escalation workflows, or current network support for the recommended models [53].

Battery Backup System

MedSmart models are AC-powered with battery backup [39]. MedSmart Voice Pro supports an AC adapter or four AA batteries [48]. MedTime and MedTime Pro use four AA batteries with approximately 6-12 months of battery life and low-battery warnings [54]. One source reports 2 months of battery backup for MedSmart Voice Pro [55]. The exact backup duration and behavior during an outage should be verified for the selected model.

Pricing, Fees, Contracts, and Ongoing Costs

Published direct prices from company and independent sources:

ModelListed PriceSource
MedSmart Voice$249.95-$295.95[56], [57]
MedSmart Voice Pro$324.95[58]
MedTime$449.95[59], [60]
MedTime Pro$489.95[61]
MedTime Station (Clear Lid)$494.95[62]
MedSmart$589.95 (out of stock)[63]
MedSmart PLUS$789.95[64], [65]
MedSmart (without monitoring)$289.95[66]

No monthly fees are stated for any listed automatic dispenser [60]. The MedSmart PLUS includes lifetime caregiver notifications without subscription costs [67].

Additional costs: Replacement parts may incur a $7.95 shipping and handling charge per order [68]. Spare medication trays cost $25.00-$30.00 [66]. Replacement trays, keys, adapters, and other parts may cost approximately $9.95-$149.00 depending on item [68]. International shipping is $25.00; standard U.S. shipping is free on several product pages [57].

Contract terms: All devices include a 30-day money-back guarantee and a 1-year manufacturer warranty [69]. No subscription contract is identified for the listed devices. The precise return procedure, restocking exclusions, and refund timing should be confirmed before purchase.

Pricing confidence: Moderate. OpenAI and google reported moderate-to-high confidence with specific sale prices; deepseek and kimi reported low confidence, noting that pricing is not displayed on official product pages [71]. The MedSmart PLUS price appears on a comparison page rather than a current product-detail page [64].

Best Suited For

  • Seniors taking multiple daily doses who can respond to an alarm and retrieve the dispensed dose
  • Caregivers primarily needing locked storage and dose organization without ongoing subscription fees
  • Households preferring a one-time purchase without monthly monitoring costs [73]
  • Users who benefit from voice prompts, including English- or Spanish-speaking users, with MedSmart Voice Pro [74]
  • Seniors living independently or in assisted living with multiple daily medications
  • Patients with mild-to-moderate cognitive or dexterity challenges who need mechanical security over app-only controls
  • Users with arthritis or tremors who can benefit from the MedTime Station's tipper base and stainless-steel medicine cup [75]

Probably Not Best Suited For

  • Caregivers requiring guaranteed real-time alerts when a dose is not taken—the MedSmart PLUS alerts only after 60 minutes [76]
  • Modern households without a physical landline phone jack for the monitored MedSmart PLUS version [78]
  • Users unable to hear, understand, or physically operate the dispenser without assistance
  • Medication regimens involving tablets larger than aspirin-sized capacity or high-pill-count doses
  • Buyers needing confirmed cellular connectivity, professional response services, or a fully managed medication service [79]
  • Users requiring HIPAA-compliant app-based tracking—no HIPAA compliance claim is visible on e-pill's official product page [79]
  • Seniors with complex 10+ medication regimens needing 90-day capacity—e-pill offers up to 28 days versus Hero's 90-day supply
  • Users needing absolute tamper-proof security for Schedule II/III pain medications [80]

When Another Option May Be Better

  • Real-time caregiver alerts are critical: Hero medication dispenser sends notifications within 15 minutes of dosing time, versus e-pill's 60-minute threshold [81]
  • Pre-filled medication cartridges preferred: Hero's cartridge system reduces filling errors and labor compared to e-pill's manual tray loading [83]
  • Budget under $200: LiveFine 28-Day dispenser offers a no-subscription model at lower cost
  • Touch-screen interface required: MedaCube ($789.95+) offers a fully assembled device with digital controls and email alerts for missed doses [84]
  • Cellular connectivity without landline: SimplyHome cellular model or Medikyu may be more suitable [85]
  • Dementia-specific features: MedaCube allows recorded messages from loved ones and includes tilt-sensor alerts with 24-hour battery backup [84]
  • 90-day supply of 10+ medications: Hero or MedaCube offer significantly larger capacity [82]

Questions to Verify Before Buying

  1. Does the selected model send remote caregiver alerts when a dose is not dispensed or not retrieved, and how quickly?
  2. Does notification require a landline, smartphone nearby, Wi-Fi, cellular service, or a paid monitoring account? [87]
  3. What happens during a power outage, dead battery, loss of Bluetooth, or loss of cellular/internet service?
  4. Is the alarm volume adjustable, and what are the measured sound level, visual-alert characteristics, and voice-language options?
  5. How many of the buyer's actual pills fit in each compartment, including large tablets, capsules, split tablets, or mixed medications?
  6. Can the device prevent access to future doses and prevent accumulated or repeated dispensing after a missed dose?
  7. Can caregivers remotely view dose history, export records, or receive escalation alerts?
  8. Is the exact model currently in stock, and what are the return, warranty, repair, and replacement-battery procedures? [88]
  9. Are there medication types, controlled substances, refrigerated products, liquids, powders, or special packaging that the device excludes? [89]
  10. What setup and refill assistance is available for caregivers, and is any ongoing service fee introduced for app or monitoring functions?

Final AI Consensus Verdict

e-pill is a good, but not unequivocally strong, fit for Automated Medication Management. Its locked automatic dispensers, multi-dose scheduling, audible/visual or voice alerts, and battery options are well aligned with seniors taking multiple prescriptions and with preventing accidental double-dosing. The absence of monthly subscription fees makes e-pill cost-effective for long-term ownership compared to subscription-based alternatives [90].

The main decision gap is caregiver notification. Current public information does not clearly verify fast, reliable remote alerts for all recommended models. The MedSmart PLUS reportedly alerts caregivers only after 60 minutes and may require a landline phone connection [91]. Other models lack confirmed remote alerting entirely [93].

Select e-pill when local automated dispensing is the priority; prefer a verified connected monitoring service when caregiver intervention after a missed dose is essential. Buyers should verify battery backup duration, notification delivery methods, and setup support before purchasing.

For a broader comparison of options in this category, see the Automated Medication Management consensus index. You can also browse other senior technology solutions.

How This Review Was Produced

This review was produced by aggregating fit-research responses from seven AI platforms (openai, anthropic, deepseek, google, grok, kimi, perplexity) that evaluated e-pill against five category criteria: dose compartment capacity, alert intensity (visual/audible), automatic locking mechanisms, caregiver notification speed, and battery backup system. Each platform independently assessed e-pill's fit for Automated Medication Management and provided citations to supporting sources. The research date for this study is 2026-08-12.

Platform fit ratings were: openai (good), anthropic (good), deepseek (strong), google (good), grok (good), kimi (uncertain), and perplexity (uncertain). Four of seven platforms named e-pill during the ranking discovery stage (anthropic, deepseek, kimi, openai).

Methodology Limitations

  • Company-owned citations materially outnumber independent citations (17 owned vs. 11 independent vs. 1 unclear). Company claims should not be treated as independently verified.
  • Platform-reported research dates differ from the authoritative run date. Deepseek reported a research date of 2026-03-05, while all other platforms reported 2026-08-12. This discrepancy is disclosed as a methodology limitation.
  • The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
  • No independent clinical evidence was identified in the reviewed sources establishing that a particular e-pill model prevents medication errors or improves adherence for this buyer population.
  • Conflicting product information exists. The recommended product list includes MedSmart PLUS, MedTime Station, ProReminder 7-Day, MedSmart Voice Pro, and MedTime Pro, but current pages reviewed did not provide a complete, consistent product page for every named item.
  • The MedSmart PLUS phone-call monitoring claim may reflect older or model-specific technology; current connectivity, phone-line requirements, and notification timing are unclear [95].
  • Prices and inventory are retailer-published and may change; the MedSmart PLUS price is shown on a comparison page rather than a current dedicated product page [95].
  • No FDA regulatory status documented—no 510(k) clearance or FDA classification was found in available sources.
  • AI-platform agreement does not prove product quality; it reflects consistency in platform assessments of available information.

Sources

Company-Owned Sources

  • Hero: Electronic Pill Dispenser to Simplify Complex Medication Regimens: https://herohealth.com/electronic-pill-dispenser/
  • Medikyu | Smart Pill Dispensers | Medikyu Single and Medikyu Multi: https://medikyu.com/
  • Medication Dispenser - Simply Home: https://simply-home.com/medication-dispenser/
  • Compare Automatic Pill Dispensers (Electronic Pill Boxes: https://www.epill.com/compare.html
  • Compare Automatic Pill Dispensers: https://www.epill.com/dispense.html
  • MedTime Station - Clear Lid: https://www.epill.com/epillstationc.html
  • e-pill MedTime Station - White Lid on official website: https://www.epill.com/epillstationxl.html
  • MedSmart PLUS Event Reporting and Notification Function: https://www.epill.com/medsmartplus.html
  • e-pill MedTime Pro Instruction and Accessories: https://www.epill.com/medtimepro.html
  • Replacement Parts for Automatic Pill Dispensers: https://www.epill.com/parts.html
  • Automatic Medication Dispenser | MedReady® | Lifeline Canada: https://www.lifeline.ca/en/products/medready-medication-dispenser/
  • MedaCube Automatic Pill Dispenser - Holds Up to 16 Medications: https://www.medacube.com/products/medacube-automatic-pill-dispenser
  • e-pill MedSmart PLUS Automatic Pill Dispenser w FREE Monitoring: https://www.youtube.com/watch?v=epill-medsmartplus-monitoring
  • Additional AI research evidence96 records
    1. AI research evidence record deepseek:c1
    2. AI research evidence record openai:c5
    3. AI research evidence record anthropic:c5
    4. AI research evidence record google:1.1.9
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    16. AI research evidence record anthropic:c12
    17. AI research evidence record google:1.1.8
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    21. AI research evidence record grok:c1
    22. AI research evidence record openai:c1
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    24. AI research evidence record google:1.1.1
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    28. AI research evidence record anthropic:c9
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    31. AI research evidence record google:2.3.1
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    38. AI research evidence record perplexity:c1
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    65. AI research evidence record anthropic:c10
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    67. AI research evidence record google:1.1.8
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    75. AI research evidence record anthropic:c19
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    84. AI research evidence record kimi:c3
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    87. AI research evidence record google:2.3.1
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    92. AI research evidence record google:2.3.1
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Independent Sources

  • e-pill MedTime Pro Locked Automatic Pill Dispenser User Guide: https://device.report/e-pill/medtime-pro
  • e-Pill MedTime Station Locked Automatic Pill Dispenser for Dementia, Alzheimer's & Seniors: https://www.amazon.com/Automatic-Dispenser-Transparent-Visibility-Dexterity/dp/B06XQ14DY7
  • e-Pill MedSmart Voice Pro Automatic Pill Dispenser on Amazon: https://www.amazon.com/MedSmart-Automatic-Dispenser-Bluetooth-Announce/dp/B07C5YDKDL
  • e-Pill MedTime Station Pro Automatic Locked Pill Dispenser on Amazon: https://www.amazon.com/pill-Automatic-Dispenser-Dispensing-dispensing/dp/B014JPW07W
  • e-Pill MedSmart – Advanced Locked Automatic Pill Dispenser with Docking Base on Amazon: https://www.amazon.com/pill-MedSmart-Automatic-Dispenser-Compliance/dp/B001PZ33LC
  • e-Pill MedTime Pro Automatic Pill Dispenser – Advanced Locked Medication Reminder with Clear Lid: https://www.amazon.com/Pill-MedTime-Pro-Automatic-Dispenser/dp/B07NJ4RDQH
  • Amazon.com: e-pill | MedSmart PLUS | MONITORED Automatic Pill Dispenser: https://www.amazon.com/pill-PLUS-Pill-Dispenser-Medication/dp/B00020BKA2
  • 5 Best Automatic Pill Dispensers of 2026 (With Costs) on RetirementLiving.com: https://www.retirementliving.com/automatic-pill-dispensers
  • e-pill MedSmart Voice Automatic Pill Dispenser (Locked) - Smart Home Explorer: https://www.smarthomeexplorer.com/e-pill-medsmart-voice/
  • e-Pill 4 Times a Day x 7 Day Weekly Pill Organizer with Reminder on Walmart: https://www.walmart.com/ip/e-Pill-4-Times-a-Day-x-7-Day-Weekly-Pill-Organizer-with-Reminder-Multicolor/378692107
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    2. AI research evidence record openai:c5
    3. AI research evidence record anthropic:c5
    4. AI research evidence record google:1.1.9
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    96. AI research evidence record openai:c2

Other Sources

  • Additional AI research evidence96 records
    1. AI research evidence record deepseek:c1
    2. AI research evidence record openai:c5
    3. AI research evidence record anthropic:c5
    4. AI research evidence record google:1.1.9
    5. AI research evidence record anthropic:c10
    6. AI research evidence record openai:c2
    7. AI research evidence record anthropic:c8
    8. AI research evidence record openai:c4
    9. AI research evidence record anthropic:c19
    10. AI research evidence record openai:c6
    11. AI research evidence record google:1.3.1
    12. AI research evidence record grok:c1
    13. AI research evidence record anthropic:c2
    14. AI research evidence record google:1.3.1
    15. AI research evidence record openai:c2
    16. AI research evidence record anthropic:c12
    17. AI research evidence record google:1.1.8
    18. AI research evidence record kimi:c2
    19. AI research evidence record kimi:c6
    20. AI research evidence record anthropic:c8
    21. AI research evidence record grok:c1
    22. AI research evidence record openai:c1
    23. AI research evidence record openai:c4
    24. AI research evidence record google:1.1.1
    25. AI research evidence record anthropic:c6
    26. AI research evidence record anthropic:c17
    27. AI research evidence record anthropic:c18
    28. AI research evidence record anthropic:c9
    29. AI research evidence record google:1.1.8
    30. AI research evidence record deepseek:c1
    31. AI research evidence record google:2.3.1
    32. AI research evidence record anthropic:c16
    33. AI research evidence record openai:c2
    34. AI research evidence record kimi:c1
    35. AI research evidence record anthropic:c6
    36. AI research evidence record google:1.1.1
    37. AI research evidence record openai:c5
    38. AI research evidence record perplexity:c1
    39. AI research evidence record openai:c3
    40. AI research evidence record google:1.1.9
    41. AI research evidence record anthropic:c4
    42. AI research evidence record openai:c4
    43. AI research evidence record openai:c6
    44. AI research evidence record grok:c1
    45. AI research evidence record anthropic:c8
    46. AI research evidence record deepseek:c1
    47. AI research evidence record google:1.3.1
    48. AI research evidence record openai:c2
    49. AI research evidence record google:1.3.7
    50. AI research evidence record anthropic:c9
    51. AI research evidence record google:1.1.8
    52. AI research evidence record google:2.3.1
    53. AI research evidence record openai:c5
    54. AI research evidence record openai:c1
    55. AI research evidence record anthropic:c6
    56. AI research evidence record google:1.1.5
    57. AI research evidence record anthropic:c4
    58. AI research evidence record openai:c2
    59. AI research evidence record openai:c1
    60. AI research evidence record grok:c1
    61. AI research evidence record openai:c6
    62. AI research evidence record openai:c4
    63. AI research evidence record openai:c3
    64. AI research evidence record openai:c5
    65. AI research evidence record anthropic:c10
    66. AI research evidence record google:1.1.1
    67. AI research evidence record google:1.1.8
    68. AI research evidence record openai:c7
    69. AI research evidence record anthropic:c21
    70. AI research evidence record anthropic:c22
    71. AI research evidence record deepseek:c1
    72. AI research evidence record kimi:c1
    73. AI research evidence record google:1.1.8
    74. AI research evidence record openai:c2
    75. AI research evidence record anthropic:c19
    76. AI research evidence record anthropic:c9
    77. AI research evidence record google:1.1.8
    78. AI research evidence record google:2.3.1
    79. AI research evidence record kimi:c1
    80. AI research evidence record google:1.3.7
    81. AI research evidence record anthropic:c9
    82. AI research evidence record kimi:c2
    83. AI research evidence record anthropic:c18
    84. AI research evidence record kimi:c3
    85. AI research evidence record kimi:c4
    86. AI research evidence record kimi:c6
    87. AI research evidence record google:2.3.1
    88. AI research evidence record openai:c3
    89. AI research evidence record google:1.3.7
    90. AI research evidence record google:1.1.8
    91. AI research evidence record anthropic:c9
    92. AI research evidence record google:2.3.1
    93. AI research evidence record openai:c2
    94. AI research evidence record kimi:c1
    95. AI research evidence record openai:c5
    96. AI research evidence record openai:c2

Verify this research

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

Study date
Aug 12, 2026
Platforms analyzed
7
Source records
29
Ranking mentions
4 of 7
Platform share
57%
Final consensus rank
#4

Research trail and source mix

Platforms

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

Source mix

11 independent · 17 company-owned · 1 unclear

Evidence support

23 direct · 6 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 96b7e01ce0bb51d978ad705213404b684a2dbd3939ee62489563440173db9ac3