Answer Capsule
MobileHelp is a mixed fit for Comprehensive Caregiver Oversight. Two of seven AI research platforms (Anthropic, DeepSeek) rated it a "good" fit, three (OpenAI, Google, Grok) rated it "mixed," and two (Perplexity, Kimi) rated it "uncertain." The strongest reason to consider MobileHelp is its affordable 24/7 emergency monitoring with fast operator connection times and optional fall detection. The main limitation is that the proposed "TrueHome by MobileHelp" multi-sensor package with motion and door sensors could not be verified on current official product pages, and multiple platforms noted the absence of passive home activity sensors. MobileHelp is best understood as a medical-alert system with basic caregiver coordination tools, not a comprehensive ambient monitoring network.
Research Snapshot
| Metric | Value |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (Anthropic, DeepSeek) |
| Share of included platform responses | 28.6% (2 of 7) |
| Average listed rank | 5.5 |
| Best listed rank | 4 (DeepSeek) |
| Final rank | 6 |
| Relevant product/model/plan | MobileHelp Classic (in-home cellular) or Elite (mobile) with optional fall detection; MobileHelp Connect caregiver portal |
| Overall use-case fit | Mixed |
| Research date | 2026-08-13 |
Why MobileHelp Qualified for This Study
MobileHelp qualified because two platforms named it during the ranking discovery stage for Best Caregiver Monitoring Systems. Anthropic ranked it 7th and DeepSeek ranked it 4th. The recommended products included the in-home cellular system with optional fall detection and, in some platform responses, a "TrueHome by MobileHelp" package described as including a hub, motion sensors, and door sensors [1].
The Product, Model, Plan, or Service Most Relevant to Comprehensive Caregiver Oversight
The most relevant offering is the MobileHelp Classic in-home cellular system with optional fall detection, paired with the MobileHelp Connect caregiver portal. The Classic system provides a cellular base station, waterproof help button, and two-way voice communication with a 24/7 monitoring center [3]. The Elite mobile system adds GPS and Wi-Fi-assisted location tracking for on-the-go protection [5].
MobileHelp Connect is the caregiver-facing component, offering system-status alerts, non-emergency and emergency notifications, caregiver access, location requests, care-circle management, chat, tasks, and activity or medication reminders where supported [6]. Some platforms also referenced an optional OnGuard Alerts feature for real-time text notifications to caregivers at $2.99 per month [7].
What the AI Platforms Agreed About
Emergency monitoring is MobileHelp's core strength. All platforms that provided substantive assessments acknowledged MobileHelp's 24/7 professional monitoring as a genuine capability. MobileHelp claims connection to its monitoring center in as little as 10 seconds [8], and independent testing reported call connection times ranging from 1 to 15 seconds, well below the 60-second industry standard [9]. Anthropic cited an average response time of less than 17 seconds [10].
Fall detection is available but not perfect. Multiple platforms noted the optional automatic fall detection add-on. Pricing was cited at $10 per month [11] or $11 per month [12]. MobileHelp itself states that fall detection does not detect 100% of falls [14]. Independent testing found MobileHelp's fall detection detected a majority of falls but was less accurate than Medical Guardian's system [16].
No long-term contracts are required. Most platforms agreed that MobileHelp offers month-to-month subscriptions with no equipment fees or activation fees on most plans [12]. Equipment is leased rather than owned and must be returned upon cancellation [19].
The caregiver app exists but is limited. MobileHelp Connect provides caregiver alerts, location tracking, and activity monitoring, but multiple platforms described it as less advanced than competitor apps from Medical Guardian or Bay Alarm Medical [19].
AT&T cellular network dependency. MobileHelp systems operate on AT&T's nationwide 4G LTE network [22]. Coverage may not be available everywhere, and GPS location may not always be available [23].
Where the AI Platforms Disagreed or Were Uncertain
The "TrueHome by MobileHelp" product is the biggest conflict. DeepSeek cited a TrueHome product page and described a Complete package with hub, motion sensors, and door sensors at approximately $39.95 per month [24]. However, Google stated flatly that "there is no product or package called 'TrueHome by MobileHelp'" and that MobileHelp does not manufacture or sell multi-sensor smart home hardware [25]. OpenAI could not locate the TrueHome package in current official product pages or the user-guide index [26]. Anthropic noted TrueHome "does not appear in current 2026 product lineup" and may be discontinued or rebranded [27]. This is a material factual conflict that buyers must resolve directly with MobileHelp.
Response time claims vary. MobileHelp claims connection in as little as 10 seconds [28]. Independent testing showed 1-15 seconds [29]. Anthropic cited an average of less than 17 seconds [30]. DeepSeek reported a company claim of 15 seconds but noted no independent verification [31]. Grok mentioned tested response times of 28-31 seconds to operator [32]. These figures are not directly comparable because they may measure different stages of the alert-to-operator process.
Pricing is inconsistent across sources. OpenAI reported base monitoring from $24.95 per month on an offer page [33]. Anthropic and Grok cited $25.95 per month for the Classic system [34]. Google cited $25.95 to $29.95 per month [29]. DeepSeek cited approximately $19.95 per month [31]. Fall detection was cited at both $10 and $11 per month. These discrepancies likely reflect promotional pricing, annual-plan discounts, and quote-based offers.
Contract terms conflict. MobileHelp's current FAQ states subscriptions are month-to-month and can be cancelled at any time [36]. However, the published Terms and Conditions contain a three-month minimum commitment and return-related charges [37]. The Return Policy states cancellation requires calling customer service and returning equipment at the customer's expense [38]. Buyers should obtain written clarification on which policy controls.
HIPAA compliance status is unclear. OpenAI noted the privacy policy describes data practices but does not confirm HIPAA compliance or a specific independent security certification [39]. Anthropic found no public HIPAA compliance certification [40]. DeepSeek stated MobileHelp "complies with HIPAA for protected health information" but acknowledged this was not independently audited [31]. No platform found a HIPAA Business Associate Agreement or SOC 2 certification.
Use-Case-Specific Features and Capabilities
Real-Time Alert Delivery Speed
MobileHelp claims connection to its monitoring center in as little as 10 seconds [41]. Independent testing reported call connection times of 1-15 seconds [42]. Anthropic cited an average of less than 17 seconds [43]. These are company-reported or limited-sample measurements, not independently verified end-to-end emergency-response times. No platform found a benchmark for actual dispatch time or notification delivery reliability.
Escalation Protocols
The service describes live operators, emergency-service dispatch when needed, and contact with family members, friends, or neighbors according to emergency-contact preferences [41]. If the user cannot speak, operators may contact emergency response on their behalf [41]. Monitoring services are provided through Rapid Response Monitoring or Affiliated Monitoring with U.S.-based operators [44]. Terms state MobileHelp does not control responder promptness and does not send its own personnel to the home [45].
App Usability and Caregiver Coordination
MobileHelp Connect provides system-status, non-emergency, and emergency alerts, caregiver access, location requests, care-circle management, chat, tasks, and activity or medication reminders where supported [46]. The current iPhone App Store listing shows a 1.6/5 rating from seven ratings, including a user complaint about missed notifications [47]. This is limited, anecdotal evidence. Multiple platforms described the app as functional but less advanced than competitors [48].
Multi-Sensor Hardware Range
The Classic system covers up to 1,400 feet in-home; the Wired Home (landline) system covers 600 feet [50]. The fall detection button works 300 feet from a mobile device and 600 feet from a cellular base station [51]. Current official materials document home base stations, pendants, wall buttons, and lockboxes [52]. However, the proposed TrueHome configuration with hub, motion sensors, and door sensors could not be verified in the current official product catalog [53]. Google stated MobileHelp "lacks any passive smart home motion or door sensors" [54].
System Reliability and Connectivity
Cellular systems use AT&T's network, and official materials describe backup battery operation for the Classic home base station [55]. Terms warn that service depends on cellular coverage, GPS availability, power, and third-party network availability, and that the system may fail to operate properly [45]. MobileHelp responds to 2,400+ alarms daily [56]. More than 90% of users found monitoring interactions "very positive and helpful" per NCOA [57].
Privacy and Compliance
MobileHelp publishes a privacy policy describing collection, use, storage, caregiver access, location data, service providers, and certain disclosures [58]. The reviewed materials do not establish HIPAA applicability, HIPAA business-associate status, SOC 2 certification, or another independently verified privacy certification [58].
Pricing, Fees, Contracts, and Ongoing Costs
| Cost Item | Amount | Source |
|---|---|---|
| Classic (in-home cellular) | $24.95-$29.95/month | [60] |
| Wired Home (landline) | $25.95/month starting | [61] |
| Elite (mobile) | $41.95/month | [61] |
| Fall detection add-on | $10-$11/month | [60] |
| OnGuard caregiver text alerts | $2.99/month | [63] |
| Wall-mounted help buttons | $2.99/month | [61] |
| Connect Premium protection plan | $6.99/month | [61] |
| Location-request packages | $6 per 30 requests | [64] |
| One-time processing fee | $49.95 (waived with quarterly/annual payment) | [62] |
Contract terms: Most platforms reported no long-term contracts and month-to-month cancellation [61]. However, the published Terms and Conditions contain a three-month minimum commitment [66]. Equipment must be returned at the customer's expense upon cancellation [67]. A $50 restocking fee and possible $350 equipment charge appear in published terms for applicable returns [66]. A 30-day money-back guarantee applies to purchases [61].
Pricing confidence is low. Promotional pricing, annual-plan discounts, equipment treatment, and package-specific pricing vary. Buyers should obtain a written quote before purchase.
Best Suited For
- Family caregivers prioritizing 24/7 emergency response and optional fall detection [68]
- Older adults who need in-home cellular coverage without a landline [70]
- Budget-conscious caregivers seeking no-contract flexibility with transparent entry-level pricing [72]
- Care situations requiring caregiver contact lists, system-status alerts, location services, and emergency notifications [74]
- Multi-location monitoring with GPS tracking for active seniors [75]
Probably Not Best Suited For
- Families requiring a clearly documented, broad network of door, motion, environmental, and activity sensors [76]
- Buyers needing independently validated alert-delivery or caregiver-notification performance [78]
- Caregivers seeking a mature, highly rated app experience across supported devices [80]
- Unsupervised seniors with cognitive decline who refuse to wear panic buttons [77]
- Those requiring maximum fall detection accuracy [82]
- Buyers needing HIPAA compliance certification or formal security documentation [83]
When Another Option May Be Better
- Fastest emergency response: Medical Guardian averages 8 seconds versus MobileHelp's 17 seconds [85]
- Fall detection accuracy: Medical Guardian's fall detection was more reliable in independent testing [86]
- Advanced caregiver app: Bay Alarm Medical's app was rated superior for comprehensive remote monitoring [87]
- Passive in-home monitoring: StackCare at $75/month with $150 sign-up fee offers verified bed/bathroom activity monitoring [88]
- Integrated health vitals tracking: Connected Caregiver offers verified blood pressure, glucose, pulse ox, and weight monitoring from $40-$200/month [89]
- Environmental safety insights: Aloe Care Health is better suited for ambient air, CO2, and temperature monitoring [91]
- Strict privacy requirements: Choose a provider with explicit HIPAA, security-certification, or data-processing documentation [92]
Questions to Verify Before Buying
- Is TrueHome by MobileHelp currently sold in the United States, and is the Complete package officially supported by MobileHelp? [94]
- Exactly which motion, door, wall, environmental, and activity sensors are included, and how many can be added? [94]
- Do sensor events generate caregiver push notifications, SMS, email, monitoring-center escalation, or only portal records? [96]
- What are the measured or guaranteed timelines for button activation, operator connection, caregiver notification, and emergency dispatch? [97]
- What happens if the hub loses power, cellular service, or internet connectivity? [99]
- Which MobileHelp Connect features and caregiver alerts are included in the quoted plan, and which require premium fees? [96]
- Is the app available and fully supported on both iOS and Android, and what is the process for handling missed notifications? [101]
- Does MobileHelp sign a HIPAA business associate agreement or provide current security-certification documentation? [102]
- Which cancellation policy controls: the month-to-month FAQ or the three-month minimum stated in the terms? [100]
- Are equipment, activation, shipping, restocking, replacement, and unreturned-equipment fees included in the written quote? [104]
Final AI Consensus Verdict
MobileHelp is a mixed fit for Comprehensive Caregiver Oversight. It is a credible candidate for emergency alerts, fall detection, cellular medical-alert coverage, and basic caregiver coordination through MobileHelp Connect. It should not be selected as a comprehensive integrated monitoring network until MobileHelp confirms the TrueHome sensor package, event-escalation behavior, app notification reliability, privacy obligations, and the applicable pricing and cancellation terms in writing [105].
The strongest consensus finding is that MobileHelp delivers reliable, affordable 24/7 emergency monitoring with fast operator connection and optional fall detection. The weakest area is multi-sensor home monitoring: the proposed TrueHome package could not be verified, and Google explicitly stated MobileHelp lacks passive motion and door sensors [108]. For families whose primary need is emergency response with basic caregiver notifications, MobileHelp is a reasonable value choice. For families needing ambient activity tracking, environmental monitoring, or advanced caregiver dashboards, a dedicated sensor-based platform is likely a better fit.
For a broader comparison of caregiver monitoring options, see the Comprehensive Caregiver Oversight consensus index. You can also explore other options in the home safety category directory.
How This Review Was Produced
This review synthesizes fit-research responses from seven AI platforms: OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google. Each platform evaluated MobileHelp against six criteria: real-time alert delivery speed, escalation protocols, app usability, multi-sensor hardware range, system reliability, and privacy compliance. The research date is 2026-08-13. Platform responses were collected and normalized, with citations preserved from the original sources.
Methodology Limitations
- Platform mentions vs. evaluations: All seven platforms evaluated MobileHelp's fit, but only two (Anthropic, DeepSeek) named it during the ranking discovery stage. The other five platforms assessed it after being asked specifically about it.
- Company-owned sources dominate: Company-owned citations (15) materially outnumber independent citations (12). Company claims about response times, fall detection, and capabilities should not be treated as independently verified.
- Platform research dates differ: DeepSeek's research date is 2026-04-12, while the authoritative run date is 2026-08-13. Product availability and pricing may have changed between these dates.
- The TrueHome conflict is unresolved: DeepSeek cited a TrueHome product page, while Google and OpenAI could not verify the product. This conflict was not resolved by the research and requires direct vendor confirmation.
- No independent performance benchmarks: No platform found independent benchmarks for actual alert-to-operator time, dispatch time, sensor coverage, uptime, or notification delivery reliability.
- URLs were not independently validated: The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
Sources
Company-Owned Sources
- Connected Home Care & Monitoring | Connected Caregiver: https://myconnectedcaregiver.com/connected-home/
- Safety+ Medical Alert System: Trusted & Reliable | Connected Care: https://myconnectedcaregiver.com/product/safety/
- Medical Alert Devices: https://offers.mobilehelp.com/medical-alert-devices/
- MobileHelp: https://www.mobilehelp.com/
- User Guides and Forms: https://www.mobilehelp.com/pages/download-user-guides-and-forms
- Fall Button: https://www.mobilehelp.com/pages/fall-button
- How They Work: https://www.mobilehelp.com/pages/how-they-work
- MobileHelp Connect: https://www.mobilehelp.com/pages/mobilehelp-connect
- Privacy Policy: https://www.mobilehelp.com/pages/privacy-policy
- Return Policy: https://www.mobilehelp.com/pages/return-policy
- Terms and Conditions: https://www.mobilehelp.com/pages/terms-and-conditions
- Classic Cellular Medical Alert System: https://www.mobilehelp.com/products/in-home-medical-alert-system
- MobileHelp® Duo | Best Medical Alert System for Seniors: https://www.mobilehelp.com/products/mobilehelp-duo/
- TrueHome by MobileHelp Product Page: https://www.mobilehelp.com/truehome-by-mobilehelp
Additional AI research evidence108 records
- AI research evidence record openai:c5
- AI research evidence record deepseek:c4
- AI research evidence record openai:c5
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c14
- AI research evidence record openai:c3
- AI research evidence record google:c3
- AI research evidence record openai:c1
- AI research evidence record google:c2
- AI research evidence record anthropic:c1
- AI research evidence record openai:c10
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c10
- AI research evidence record openai:c2
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c6
- AI research evidence record grok:c3
- AI research evidence record google:c3
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c13
- AI research evidence record grok:c2
- AI research evidence record anthropic:c14
- AI research evidence record anthropic:c15
- AI research evidence record deepseek:c4
- AI research evidence record google:c1
- AI research evidence record openai:c6
- AI research evidence record anthropic:c5
- AI research evidence record openai:c1
- AI research evidence record google:c2
- AI research evidence record anthropic:c1
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
- AI research evidence record openai:c10
- AI research evidence record anthropic:c3
- AI research evidence record grok:c3
- AI research evidence record openai:c7
- AI research evidence record openai:c2
- AI research evidence record openai:c9
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record openai:c1
- AI research evidence record google:c2
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c4
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record openai:c4
- AI research evidence record anthropic:c5
- AI research evidence record grok:c2
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c8
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record google:c1
- AI research evidence record openai:c7
- AI research evidence record anthropic:c9
- AI research evidence record anthropic:c2
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record openai:c10
- AI research evidence record anthropic:c3
- AI research evidence record google:c2
- AI research evidence record google:c3
- AI research evidence record openai:c3
- AI research evidence record grok:c3
- AI research evidence record openai:c2
- AI research evidence record openai:c9
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record openai:c5
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c3
- AI research evidence record grok:c3
- AI research evidence record openai:c3
- AI research evidence record anthropic:c14
- AI research evidence record openai:c6
- AI research evidence record google:c1
- AI research evidence record openai:c2
- AI research evidence record deepseek:c1
- AI research evidence record openai:c4
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c6
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c13
- AI research evidence record kimi:c1
- AI research evidence record kimi:c3
- AI research evidence record kimi:c4
- AI research evidence record google:c1
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record openai:c6
- AI research evidence record google:c1
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c7
- AI research evidence record openai:c4
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record openai:c9
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c6
- AI research evidence record google:c1
Independent Sources
- MobileHelp App: https://apps.apple.com/us/app/mobilehelp/id6683306625
- MobileHelp Medical Alert System Review 2026 | U.S. News: https://realestate.usnews.com/home-services/medical-alert-system/mobilehelp
- HIPAA and Caregiving: Navigating Medical Privacy Laws: https://villagecaregiving.com/blog/navigating-hipaa-and-caregiving/
- MobileHelp Medical Alert System Review 2025: https://www.aginginplace.org/
- MobileHelp Reviews (From First-hand Experiences: https://www.consumeraffairs.com/medical-alert-systems/mobilehelp.html
- MobileHelp Review | Medical Alert System Reviews: https://www.inhomesafetyguide.org/mobilehelp-review/
- MobileHelp Review in 2026: Is It a Good Value?: https://www.ncoa.org/product-resources/medical-alert-systems/mobilehelp-review/
- MobileHelp Cost, Pricing, Packages & Monthly Plans: https://www.safehome.org/medical-alert-systems/mobilehelp/
- MobileHelp Medical Alert System Cost & Pricing in 2026: https://www.seniorliving.org/medical-alert-systems/mobilehelp/
- MobileHelp Medical Alert: Costs, Systems, and Plans: https://www.theseniorlist.com/
- MobileHelp Medical Review, Hands-On Test (2026: https://www.theseniorlist.com/medical-alert-systems/mobilehelp/reviews/
- MobileHelp Reviews - Trustpilot: https://www.trustpilot.com/review/mobilehelp.com
Additional AI research evidence108 records
- AI research evidence record openai:c5
- AI research evidence record deepseek:c4
- AI research evidence record openai:c5
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c14
- AI research evidence record openai:c3
- AI research evidence record google:c3
- AI research evidence record openai:c1
- AI research evidence record google:c2
- AI research evidence record anthropic:c1
- AI research evidence record openai:c10
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c10
- AI research evidence record openai:c2
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c6
- AI research evidence record grok:c3
- AI research evidence record google:c3
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c13
- AI research evidence record grok:c2
- AI research evidence record anthropic:c14
- AI research evidence record anthropic:c15
- AI research evidence record deepseek:c4
- AI research evidence record google:c1
- AI research evidence record openai:c6
- AI research evidence record anthropic:c5
- AI research evidence record openai:c1
- AI research evidence record google:c2
- AI research evidence record anthropic:c1
- AI research evidence record deepseek:c1
- AI research evidence record grok:c1
- AI research evidence record openai:c10
- AI research evidence record anthropic:c3
- AI research evidence record grok:c3
- AI research evidence record openai:c7
- AI research evidence record openai:c2
- AI research evidence record openai:c9
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record openai:c1
- AI research evidence record google:c2
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c4
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record openai:c4
- AI research evidence record anthropic:c5
- AI research evidence record grok:c2
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c8
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record google:c1
- AI research evidence record openai:c7
- AI research evidence record anthropic:c9
- AI research evidence record anthropic:c2
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record openai:c10
- AI research evidence record anthropic:c3
- AI research evidence record google:c2
- AI research evidence record google:c3
- AI research evidence record openai:c3
- AI research evidence record grok:c3
- AI research evidence record openai:c2
- AI research evidence record openai:c9
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record openai:c5
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c3
- AI research evidence record grok:c3
- AI research evidence record openai:c3
- AI research evidence record anthropic:c14
- AI research evidence record openai:c6
- AI research evidence record google:c1
- AI research evidence record openai:c2
- AI research evidence record deepseek:c1
- AI research evidence record openai:c4
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c6
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c13
- AI research evidence record kimi:c1
- AI research evidence record kimi:c3
- AI research evidence record kimi:c4
- AI research evidence record google:c1
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record openai:c6
- AI research evidence record google:c1
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c7
- AI research evidence record openai:c4
- AI research evidence record openai:c8
- AI research evidence record anthropic:c12
- AI research evidence record openai:c9
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c6
- AI research evidence record google:c1
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- Aug 13, 2026
- Platforms analyzed
- 7
- Source records
- 27
- 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
12 independent · 15 company-owned
Evidence support
21 direct · 5 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 2fcdcf93c8995f5ac8d501ba8a562fea1b8d9d400cd71701bfd5c4743b5b6e00
