Answer Capsule
MobileHelp Elite with MobileHelp Connect is a mixed fit for real-time GPS and location tracking. Three of seven platforms named it during the ranking stage, with an average listed rank of 7.0 and a best rank of 6. Its strongest case is emergency SOS location transmission: a wearable device with GPS and Wi-Fi-assisted positioning, AT&T 4G LTE connectivity, two-way voice, and 24/7 monitoring. The main limitation is that caregiver location access is metered at 30 requests per month, and MobileHelp does not clearly publish GPS accuracy, refresh intervals, or geofencing specifications. Buyers needing continuous live tracking or automatic safe-zone alerts should verify capabilities in writing before purchase.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 3 of 7 platforms (kimi, openai, perplexity) |
| Share of included platform responses | 42.9% |
| Average listed rank | 7.0 |
| Best listed rank | 6 |
| Relevant product/model/plan | MobileHelp Elite on-the-go system with MobileHelp Connect caregiver location services |
| Overall use-case fit | Mixed |
| Research date | 2026-09-26 |
What Changed Since August 2026
MobileHelp Elite with MobileHelp Connect moved down from No. 3 to No. 5, and platform mentions decreased from 6 to 3. The September 2026 review reframes MobileHelp Elite with MobileHelp Connect as a mixed fit for real-time GPS and location tracking, where the August 2026 review called it good but not strong. The strongest case is still emergency SOS location transmission, while the central limitation is now that caregiver location access is metered at 30 requests per month, with no clear GPS accuracy, refresh interval, or geofencing specifications. Battery figures conflict more sharply: company and SafeWise materials claim up to six days, NCOA lists a 36-hour maximum, and Kimi reports roughly a day. One hands-on test measured SOS connection averaging 26 seconds. Pricing is newly reported at $37.95 per month, while $41.95 per month is no longer repeated. Differences between the two editions reflect what each article reports; they do not by themselves prove that the product, service, or price changed.
The August 2026 review preserves the earlier article for reference.
Why MobileHelp Elite with MobileHelp Connect Qualified for This Study
Questions This Section Answers
- Why did MobileHelp Elite with MobileHelp Connect qualify for a real-time GPS and location tracking study?
- How many AI platforms named MobileHelp Elite with MobileHelp Connect during ranking?
MobileHelp Elite with MobileHelp Connect qualified because it met the study's minimum threshold of two platform mentions during the ranking stage. Three of seven included platforms named it: kimi, openai, and perplexity. Its listed ranks were 9 (kimi), 6 (openai), and 6 (perplexity), producing an average listed rank of 7.0 and a best listed rank of 6. That placed it sixth in the final ranking order.
Qualification reflects ranking-stage visibility, not verified product quality. The entity is a company-scoped medical alert offering: the MobileHelp Elite on-the-go wearable paired with MobileHelp Connect caregiver location services. MobileHelp states Elite uses GPS and Wi-Fi-assisted location over AT&T's nationwide 4G LTE network, with backup signals for reliability [1]. The device supports one-touch SOS, two-way voice communication, and 24/7 monitoring, with monitoring-center connection in as little as 10 seconds [3].
The four platforms that did not name the entity during ranking — anthropic, deepseek, google, and grok — still produced fit evaluations of MobileHelp Elite with MobileHelp Connect. Their assessments are included in the agreement and disagreement sections below, but they do not count toward the platform-mention statistic.
The Product, Model, Plan, or Service Most Relevant to Real-Time GPS & Location Tracking
Questions This Section Answers
- Which MobileHelp Elite plan or device is most relevant for real-time GPS and location tracking?
- Does MobileHelp Elite with MobileHelp Connect track location continuously or only on request?
The relevant configuration is the MobileHelp Elite on-the-go system paired with MobileHelp Connect caregiver location services. Elite is a wearable medical alert device — described as weighing 1.5 ounces and measuring roughly 1.5 by 2.6 inches — that can be worn as a pendant or on a belt clip [4]. It combines GPS and Wi-Fi-assisted positioning with AT&T 4G LTE cellular connectivity [5].
MobileHelp Connect is the caregiver-facing layer. MobileHelp states Connect provides real-time location data through an online platform using Google Maps, with optional notifications [6]. The standard Connect plan includes 30 location requests per month, and additional packages are listed at $6 per 30 requests [7].
The critical distinction for this use case is that location access appears to be request-based rather than continuously streamed. MobileHelp markets Elite as offering 24/7 continuous locating abilities and a Find Me feature [10], while Connect documentation describes a metered monthly request allowance [7]. One independent review reported location updates every minute and hourly heartbeat signals [11], but this conflicts with the request-based model described in company documentation. Buyers should treat the exact tracking behavior as unconfirmed.
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree about for MobileHelp Elite with MobileHelp Connect in real-time GPS tracking?
- Is MobileHelp Elite with MobileHelp Connect good for emergency SOS location transmission?
Platforms broadly agreed on the core architecture and on emergency SOS as the strongest element. MobileHelp Elite is a wearable on-the-go medical alert device using GPS and Wi-Fi-assisted location over AT&T's 4G LTE network [12]. It has a one-touch SOS button, two-way voice communication, and 24/7 professional monitoring [14].
SOS response was the most consistent advantage. MobileHelp states monitoring-center connection can occur in as little as 10 seconds [14], and SafeWise reported confirming that guarantee with a customer service representative (anthropic:44-5). One hands-on test measured an average of 26 seconds (grok:1). When the button is pressed, the device transmits GPS location details to the monitoring center over cellular networks [15].
Platforms also agreed on the general shape of the caregiver feature: MobileHelp Connect provides authorized caregivers with location tools, and the standard plan includes 30 location requests per month with paid overage packages [16]. Battery life was described as extended, with company and review figures of up to six days in standard mode [19].
Agreement among platforms does not establish product quality. These are platform-reported findings drawn largely from company-owned pages, with some independent review corroboration.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Is MobileHelp Elite with MobileHelp Connect accurate enough for real-time GPS tracking?
- Does MobileHelp Elite with MobileHelp Connect support geofencing and automatic safe-zone alerts?
The largest conflicts concern GPS accuracy, refresh behavior, geofencing, and battery life.
GPS accuracy. NCOA reported tracking accurate down to the exact address when testing the predecessor Solo model (anthropic:38-8). U.S. News 2026 testing reported inaccurate tracking information, difficulty pinpointing location, and a lagging app that failed to load live location reliably (anthropic:43-2, anthropic:43-7). NCOA noted Elite testing was ongoing or incomplete, so Elite-specific accuracy remains unresolved (anthropic:38-8).
Refresh rate. Grok reported hourly heartbeat signals with location updates every minute per one review (grok:1), and Perplexity cited a source stating the center stays updated on location every minute [20]. MobileHelp's own Connect documentation describes 30 location requests per month, which implies request-based access rather than unlimited live refresh [21]. OpenAI and DeepSeek both classified refresh rate as unclear [23].
Geofencing. Kimi reported that MobileHelp Connect offers geo-fencing to create safe zones with departure notifications (kimi:mobilehelp-official-1). OpenAI, Anthropic, DeepSeek, Perplexity, and Google all reported that geofencing is not clearly documented or not confirmed [21]. This is a direct conflict between one platform's company-page reading and five platforms' findings.
Battery life. SafeWise and company materials state up to six days in standard mode [26]. NCOA documentation lists a maximum of 36 hours (anthropic:30-2). Kimi reported approximately 24 hours with daily charging required (kimi:mobilehelp-official-1). These figures likely reflect different usage conditions, but the spread is material for caregivers.
App reliability. Google Play user feedback includes a reviewer stating the app "has never worked" and that family could not check on a loved one (anthropic:12-19). U.S. News testing noted the app lagging and inaccurate (anthropic:43-7). No manufacturer response or fix timeline was located.
Pricing. MobileHelp's site lists Elite starting at $37.95 per month [27], while several independent reviews cite $41.95 per month [30]. Google reported quarterly pricing of $39.95 and annual pricing of $37.95 with a three-month initial commitment [33]. Additional location requests were reported at both $5 and $6 per 30 requests [34].
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- What GPS, SOS, and caregiver app features does MobileHelp Elite with MobileHelp Connect include?
- How many location requests per month does MobileHelp Connect include for caregivers?
| Criterion | Finding | Assessment |
|---|---|---|
| GPS accuracy | GPS + Wi-Fi-assisted positioning; no published accuracy radius; independent tests conflict | Unclear |
| Location refresh rate | 30 requests/month included; one review cites minute-level updates; no published interval | Unclear |
| Geofencing | One platform reports safe zones; five report not documented or not confirmed | Conflicting |
| Caregiver app integration | MobileHelp Connect web/app access; Google Play reviews cite reliability failures | Mixed |
| Cellular signal strength | AT&T 4G LTE nationwide; no independent signal testing; single-carrier dependence | Neutral |
| Emergency SOS response | One-touch SOS, two-way voice, 24/7 monitoring; 10-second connection claim; 26-second average in one test | Advantage |
| Battery life | Company and SafeWise: up to 6 days; NCOA: 36 hours; Kimi: ~24 hours | Conflicting |
Additional documented capabilities: the device is water resistant for normal shower or bath use but not intended for prolonged submersion [35]. Fall detection is available as an add-on reported at $10 per month [36]. U.S. News 2026 testing reported fall detection detected 1 of 3 falls with the mobile device (anthropic:26-3). MobileHelp's own terms note fall detection may not detect every fall and may send false alerts (official:C2).
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does MobileHelp Elite with MobileHelp Connect cost per month, and what add-on fees apply?
- What contract, cancellation, and equipment-return terms apply to MobileHelp Elite with MobileHelp Connect?
Published pricing conflicts. MobileHelp's site lists Elite subscriptions starting at $37.95 per month [37]. Independent reviews cite $41.95 per month on monthly billing, $39.95 quarterly, and $37.95 annually [39]. Google reported a one-time shipping fee of $12.50, waived on annual plans [41]. Pricing confidence across platforms ranged from low to high, and current figures may reflect promotional terms.
Documented add-on costs include fall detection at $10 per month [42], additional location requests at $6 per 30 requests [43], and a Connect Premium protection plan reported around $6.99 per month (anthropic:26-3, grok:2). Google reported additional requests at $5.00 to $6.00 per package depending on plan or billing cycle [45].
Contract terms conflict directly. MobileHelp's FAQ states service is month-to-month with no contract and can be cancelled at any time (official:C1). The published terms state a three-month minimum commitment, a $50 restocking fee on returns, a full-refund exception for equipment returned within 15 calendar days of delivery, and a $350 equipment charge if the system is not returned within 30 days after termination [46]. Cancellation requires contacting MobileHelp; deleting the smartphone application does not cancel service [46]. Return shipping is the customer's responsibility [47].
Best Suited For
Questions This Section Answers
- Who is MobileHelp Elite with MobileHelp Connect best suited for in real-time GPS tracking?
MobileHelp Elite with MobileHelp Connect is best suited for active seniors who primarily need emergency SOS protection with location transmission while away from home, and for caregivers who need occasional location checks rather than continuous surveillance. Platforms consistently identified this profile.
Specific fits: seniors who venture outdoors regularly in areas with reliable AT&T coverage (anthropic, openai); caregivers who want a single account for viewing alerts and approximate location during an emergency [48]; households wanting bundled home and mobile protection at one monthly cost (anthropic); and users who value two-way voice communication and professional monitoring alongside GPS (openai). The device's compact 1.5-ounce form factor and water resistance support daily wear [49].
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose MobileHelp Elite with MobileHelp Connect for real-time GPS tracking?
MobileHelp Elite with MobileHelp Connect is probably not the best choice for caregivers managing moderate-to-advanced dementia with unpredictable wandering, or for anyone requiring continuous live-map tracking with automatic boundary alerts. Multiple platforms flagged this limitation.
Specific exclusions: caregivers requiring dependable continuous live-map tracking throughout the day (openai, anthropic); wandering-risk monitoring dependent on configurable geofences or entry/exit alerts (openai, anthropic, google); buyers needing published technical guarantees for accuracy, refresh rate, or cellular performance (openai, deepseek); users in rural or AT&T coverage-weak areas (anthropic, deepseek); and families requiring fall detection as a primary protective feature, given U.S. News testing of 1 of 3 falls detected (anthropic:26-3).
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to MobileHelp Elite with MobileHelp Connect for continuous wandering monitoring?
- When should a buyer choose a dedicated GPS tracker instead of MobileHelp Elite with MobileHelp Connect?
Another option may be better when continuous tracking, geofencing, or extended battery life is the primary requirement. Kimi specifically compared MobileHelp Elite against dedicated GPS trackers, noting that purpose-built devices advertise update intervals as fast as 3 to 15 seconds, geofencing with configurable boundaries, and battery life measured in weeks or months (kimi:landairsea-comparison-1, kimi:tracki-official-1, kimi:tracki-max-1). Those alternatives lack professional medical monitoring, which is the tradeoff.
Anthropic suggested evaluating Lifestation or dedicated GPS tracking systems designed for dementia and wandering-specific scenarios (anthropic). Google suggested a dedicated wandering safety tracker such as AngelSense or Jiobit for severe cognitive impairment, or a medical alert with built-in caregiver tracking such as Medical Guardian's MGMini if the caregiver wants unlimited app-based location checks without per-ping charges (google). OpenAI suggested a conventional smartphone-based location-sharing solution when the senior reliably carries and charges a smartphone and does not need dedicated 24/7 monitoring (openai).
These alternative recommendations are platform-reported and were not independently tested in this study.
Questions to Verify Before Buying
Questions This Section Answers
- What should a buyer confirm with MobileHelp before signing up for Elite with MobileHelp Connect?
Verify these items directly with MobileHelp before purchase, because public documentation is incomplete or conflicting:
- Does Elite with Connect provide a continuously updating caregiver map, or only on-demand location requests?
- What is the normal and worst-case location refresh interval?
- How many caregiver-initiated location checks are included with the specific Elite plan being quoted?
- Are geofences, safe zones, wandering alerts, and entry/exit notifications supported, and are they included or premium?
- Is there a native iOS or Android caregiver app, and which functions live in the app versus the web portal?
- What location accuracy can be expected outdoors, indoors, and where GPS is obstructed?
- What happens when AT&T coverage is weak or unavailable?
- Does the device transmit its latest location automatically when SOS is pressed, and how quickly is it visible to caregivers?
- What is the actual battery life with frequent location checks enabled?
- Which subscription terms apply: any three-month minimum, activation fees, return shipping, restocking fees, or equipment charges?
- Is the quoted price $37.95 or $41.95 per month for the exact plan?
- Has the caregiver app reliability issue documented in Google Play reviews been resolved in the current release?
Final AI Consensus Verdict
MobileHelp Elite with MobileHelp Connect earns a mixed fit rating for real-time GPS and location tracking. Six of seven platforms rated it mixed; grok and perplexity rated it good. No platform rated it poor, and none rated it best-in-class for this use case.
The consensus case for it: a compact wearable with GPS and Wi-Fi-assisted location, AT&T 4G LTE connectivity, one-touch SOS, two-way voice, 24/7 monitoring, and a caregiver location portal — at a competitive entry price. The consensus case against it: location access is metered at 30 requests per month, geofencing is unconfirmed by most platforms, GPS accuracy and refresh rate are not clearly published, independent accuracy testing is mixed, and the caregiver app has documented reliability complaints.
For emergency-triggered location transmission to a monitoring center, it is a credible option. For caregiver-led continuous wandering surveillance, the evidence does not support it as a best-in-class choice. Buyers should confirm refresh behavior, geofencing availability, and exact contract terms in writing before purchase.
How This Review Was Produced
This review evaluates MobileHelp Elite with MobileHelp Connect only for the Real-Time GPS & Location Tracking use case within the medical alert systems category. It is not a broad company review. Seven AI platforms produced fit-research responses: anthropic, deepseek, google, grok, kimi, openai, and perplexity. Three of those seven named the entity during the ranking stage. All platform responses were treated as platform-reported evidence rather than independently verified facts. Company-owned pages and independent reviews were distinguished throughout. The research date is 2026-09-26.
Methodology Limitations
Platform-reported research dates differ from the authoritative run date. DeepSeek's response is dated 2026-05-17, while the remaining platforms and the study itself are dated 2026-09-26. Platform-reported dates are provenance metadata and do not independently prove freshness.
Platform mentions count only platforms that named the entity during ranking discovery; all seven platforms evaluated fit. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Citations are platform-reported evidence, not independently verified facts. DeepSeek's response was produced with search disabled, so its claims require explicit verification before being described as current facts. Conflicting product names, pricing, and capabilities were described rather than resolved. No personal testing, customer experience, medical benefit, or guaranteed performance is claimed.
Explore more medical alert systems guidance in the category directory.
Sources
Company-Owned Sources
- No Subscription OBD GPS Tracker for Fleet & Family: https://konnectgps.com/products/gps-tracker-no-monthly-fee
- LandAirSea 54 Real-Time GPS Tracker: https://landairsea.com/products/landairsea-54
- Tracki 2024 4G Model Mini Real time GPS Tracker: https://tracki.com/products/tracki-gps-tracker
- Tracki Max Real-Time GPS Tracker: https://tracki.com/products/tracki-max-real-time-gps-tracker
- MobileHelp: https://www.mobilehelp.com/
- MobileHelp Elite - On-The-Go Medical Alert System: https://www.mobilehelp.com/elite-system/
- MobileHelp FAQs: https://www.mobilehelp.com/pages/faqs
- GPS Alert Systems: https://www.mobilehelp.com/pages/gps-alert-systems
- How MobileHelp Works: https://www.mobilehelp.com/pages/how-they-work
- Medical Alert Systems With GPS - MobileHelp: https://www.mobilehelp.com/pages/medical-alert-systems-with-gps
- MobileHelp Connect: https://www.mobilehelp.com/pages/mobilehelp-connect
- MobileHelp Offers: https://www.mobilehelp.com/pages/offers
- MobileHelp 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
- MobileHelp Pricing & Plans: https://www.mobilehelp.com/pricing/
- MobileHelp Connect — Customer Support / App Information: https://www.mobilehelp.com/support/
- Official pricing and terms source: https://www.mobilehelp.com/pages/terms-of-use
Additional AI research evidence49 records
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c6
- AI research evidence record google:1.1.8
- AI research evidence record openai:c1
- AI research evidence record openai:c4
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record google:1.1.2
- AI research evidence record openai:c5
- AI research evidence record perplexity:c14
- AI research evidence record openai:c1
- AI research evidence record google:1.1.4
- AI research evidence record openai:c6
- AI research evidence record google:1.2.5
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record google:1.1.2
- AI research evidence record openai:c2
- AI research evidence record perplexity:c14
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record openai:c5
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.2
- AI research evidence record openai:c2
- AI research evidence record openai:c10
- AI research evidence record perplexity:c3
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c5
- AI research evidence record perplexity:c10
- AI research evidence record google:2.2.4
- AI research evidence record google:2.2.6
- AI research evidence record google:2.1.4
- AI research evidence record openai:c2
- AI research evidence record perplexity:c5
- AI research evidence record openai:c10
- AI research evidence record perplexity:c3
- AI research evidence record perplexity:c10
- AI research evidence record google:2.2.4
- AI research evidence record google:2.2.6
- AI research evidence record perplexity:c5
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record google:2.1.4
- AI research evidence record openai:c8
- AI research evidence record openai:c9
- AI research evidence record deepseek:c3
- AI research evidence record google:1.1.8
Independent Sources
- MobileHelp launches Elite model with 24/7 support and advanced fall detection for seniors: https://app.dealroom.co/news/feed/mobilehelp-launches-elite-model-with-24-7-support-and-advanced-fall-detection-for-seniors
- MobileHelp Reviews on BestCompany: https://bestcompany.com/medical-alert-systems/company/mobilehelp
- 14,615+ MobileHelp Reviews: https://bestcompany.com/medical-alert-systems/mobilehelp
- MobileHelp Launches New 'Elite' Model: https://finance.yahoo.com/sectors/healthcare/articles/mobilehelp-launches-elite-model-offering-130000881.html
- MobileHelp - Apps on Google Play: https://play.google.com/store/apps/details?id=com.mobilehelp&hl=en_US
- MobileHelp Medical Alert System Review 2026: https://realestate.usnews.com/home-services/medical-alert-system/mobilehelp
- MobileHelp Review — Medical Alert Systems (independent review: https://www.consumeraffairs.com/health/medical-alert-systems/mobilehelp.html
- 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 Review - SafeWise: https://www.safewise.com/mobilehelp-review/
- MobileHelp Medical Alert System Review: https://www.safewise.com/senior-safety/medical-alerts/mobile-help/
- MobileHelp vs Medical Guardian Comparison: https://www.seniorliving.org/medical-alert-systems/mobilehelp-vs-medical-guardian/
- MobileHelp Medical Alert System Cost & Pricing in 2026: https://www.seniorliving.org/medical-alert-systems/mobilehelp/
- MobileHelp Medical Alert System Review 2026: https://www.seniorliving.org/medical-alert-systems/mobilehelp/reviews/
- MobileHelp Medical Alert System Cost & Pricing: https://www.seniorliving.org/medical-alert/mobilehelp-cost/
- The 3 Best Medical Alert Necklaces: https://www.theseniorlist.com/medical-alert-systems/best/necklace/
- MobileHelp Medical Alert: Costs, Systems, and Plans: https://www.theseniorlist.com/medical-alert-systems/mobilehelp/
- MobileHelp Medical Review, Hands-On Test (2026: https://www.theseniorlist.com/medical-alert-systems/mobilehelp/reviews/
- MobileHelp Reviews: https://www.trustpilot.com/review/www.mobilehelp.com
Additional AI research evidence49 records
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c6
- AI research evidence record google:1.1.8
- AI research evidence record openai:c1
- AI research evidence record openai:c4
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record google:1.1.2
- AI research evidence record openai:c5
- AI research evidence record perplexity:c14
- AI research evidence record openai:c1
- AI research evidence record google:1.1.4
- AI research evidence record openai:c6
- AI research evidence record google:1.2.5
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record google:1.1.2
- AI research evidence record openai:c2
- AI research evidence record perplexity:c14
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record openai:c5
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.2
- AI research evidence record openai:c2
- AI research evidence record openai:c10
- AI research evidence record perplexity:c3
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c5
- AI research evidence record perplexity:c10
- AI research evidence record google:2.2.4
- AI research evidence record google:2.2.6
- AI research evidence record google:2.1.4
- AI research evidence record openai:c2
- AI research evidence record perplexity:c5
- AI research evidence record openai:c10
- AI research evidence record perplexity:c3
- AI research evidence record perplexity:c10
- AI research evidence record google:2.2.4
- AI research evidence record google:2.2.6
- AI research evidence record perplexity:c5
- AI research evidence record openai:c3
- AI research evidence record perplexity:c1
- AI research evidence record google:2.1.4
- AI research evidence record openai:c8
- AI research evidence record openai:c9
- AI research evidence record deepseek:c3
- AI research evidence record google:1.1.8
Verify This Research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 26, 2026
- Platforms analyzed
- 7
- Source records
- 40
- Ranking mentions
- 3 of 7
- Platform share
- 43%
- Final consensus rank
- #6
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
21 independent · 19 company-owned
Evidence support
35 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 529194853a222ee7f4583b4d45a0e7f138a1d6da24eb74d2c7088bf965bb1640
