Answer Capsule
MobileHelp is a good, not best-in-class, fit for Living Alone & Solo Aging. Five of seven platforms named MobileHelp during the ranking stage, a 71% share of included platform responses, with an average listed rank of 3.8 and a best rank of 3. The strongest reason to consider it is the Classic cellular in-home system: no landline required, an advertised 1,400-foot range, optional fall detection, and comparatively moderate recurring cost with no equipment or activation fee on the current official offer page. The main limitation is uncertainty: conflicting published prices, inconsistent response-time evidence, extra-cost fall detection without verified accuracy, AT&T coverage dependence, and cancellation terms that are stricter than the marketing language suggests.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 5 of 7 platforms (anthropic, grok, kimi, openai, perplexity) |
| Share of included platform responses | 71.4% |
| Average listed rank | 3.8 |
| Best listed rank | 3 |
| Relevant product/model/plan | MobileHelp Classic cellular in-home system with optional fall detection; MobileHelp Solo or Duo mobile GPS system for protection outside the home |
| Overall use-case fit | Good |
| Research date | 2026-09-24 |
Why MobileHelp Qualified for This Study
Questions This Section Answers
- Why did MobileHelp qualify for a Living Alone & Solo Aging medical alert review?
- How many AI platforms named MobileHelp in the ranking stage for solo-aging buyers?
MobileHelp qualified because it was named by five of the seven platforms included in this study during the ranking stage, giving it a 71.4% share of included platform responses and an average listed rank of 3.8 [1]. Its best listed rank was 3, recorded by anthropic, grok, kimi, and openai; perplexity placed it at 7.
The entity is a company-level medical alert provider with two product lines that map directly to the solo-aging use case: a cellular in-home base station with a wearable help button, and a mobile GPS unit for protection away from home [4]. Platforms also cited its 24/7 professional monitoring, optional fall detection, and caregiver-facing app as reasons it belongs in a solo-aging comparison [6].
Qualification here reflects repeated platform inclusion, not verified product superiority. Several platforms flagged the same unresolved issues — pricing conflicts, response-time variance, and fall-detection accuracy — which is why the consensus fit rating landed at "good" rather than "strong" [1].
The Product, Model, Plan, or Service Most Relevant to Living Alone & Solo Aging
Questions This Section Answers
- Which MobileHelp plan is best for a senior who lives alone and stays mostly at home?
- Is MobileHelp Classic or MobileHelp Elite the better choice for a solo ager who leaves home regularly?
The MobileHelp Classic cellular in-home system with optional fall detection is the most relevant configuration for a solo ager who spends most of the day at home. It operates over cellular without a landline, advertises up to 1,400 feet of range between the base unit and the wearable button, and supports an optional automatic fall-detection pendant [8].
For a solo ager who leaves home regularly, the mobile GPS line — marketed as Solo and, in some platform responses, as Elite — adds on-the-go coverage using AT&T cellular and GPS location transmission [9]. Platform responses disagree on current naming: openai and perplexity describe a Solo mobile system, anthropic and grok describe an Elite mobile device, and anthropic states that Solo and Duo were discontinued and Elite introduced in 2024–2025 (anthropic:14-7). Buyers should confirm the current model name at the point of sale rather than relying on any single review.
The Classic home system's caregiver value is limited because location features are primarily relevant to mobile devices; MobileHelp Connect alerts and location requests are more useful on the mobile line [11].
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree MobileHelp does well for seniors living alone?
- Is MobileHelp considered affordable for solo-aging buyers across AI reviews?
Platforms broadly agreed on four points.
In-home range is a genuine strength. Multiple platforms cited the advertised 1,400-foot range on the Classic cellular system as one of the longest in the category, and one independent comparison placed it above a competitor's 1,000-foot specification [12].
Entry cost is comparatively low. Platforms consistently reported no equipment or activation fees on current offers, with base pricing positioned as budget-friendly relative to the category [13].
Monitoring is professional and U.S.-based. Platforms described 24/7 monitoring with two-way voice through the base unit and mobile device, and U.S.-based monitoring centers covering all 50 states [15].
Fall detection is optional and costs extra. Platforms agreed that automatic fall detection is an add-on rather than a standard feature, priced at roughly $10 to $11 per month, and unavailable on some configurations such as the landline-based Wired Home system [16].
Agreement across platforms reflects repeated sourcing patterns, not independent verification of product quality.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Why do AI platforms disagree about MobileHelp's contract terms for solo-aging buyers?
- Is MobileHelp's fall detection accuracy verified by independent testing?
Contract terms are the sharpest conflict. MobileHelp marketing states no long-term contracts and month-to-month cancellation [19], while the official Terms and Conditions describe a three-month minimum service commitment, a possible $50 restocking fee, and a $350 equipment charge if equipment is not returned within 30 days [20]. One independent review confirms the three-month requirement (anthropic:24-15). This is a material discrepancy that affects the buying decision.
Pricing is inconsistent. Official and independent sources list Classic prices of $19.95, $24.95, $25.95, and $29.95 per month, and Elite at $37.95 or $41.95 per month [22]. The applicable price likely depends on date, promotion, billing cycle, and configuration, but the reviewed sources do not resolve which figure applies to a given buyer.
Response-time evidence varies. Reported averages range from under 15 seconds to under 30 seconds, with one hands-on test reporting 26 seconds and another older test reporting 97 seconds for the Classic system [27]. No standardized nationwide benchmark was located.
Fall-detection accuracy is not consistently verified. One independent test reported detection of all three simulated falls (anthropic:1-8), another reported 8 of 10 detections on a Micro unit (anthropic:12-5), and a third reported roughly 80% accuracy in simulated trials [30]. Forbes testing found automatic detection was not fully reliable across simulated falls and reported the company's own recommendation to press the button when possible [31].
Battery life is not fully disclosed. Elite mobile battery life is stated as up to 6 days, and the Classic base station includes a backup battery, but exact battery life for every device was not consistently disclosed in the reviewed sources (anthropic:22-12, anthropic:22-16).
Money-back period conflicts. U.S. News states 14 days from delivery, while other sources describe a 30-day guarantee (anthropic:23-6, anthropic:23-3).
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does MobileHelp provide two-way voice communication for a senior who lives alone?
- Can family caregivers track a solo-aging parent's location with MobileHelp Connect?
Emergency monitoring and two-way voice. MobileHelp provides 24/7 monitoring with two-way communication through the response center. Two-way voice is available through the Classic base unit speakerphone and the mobile device, but not through pendant or wrist buttons alone, which limits in-home autonomy for users who rely on the pendant (anthropic:4-6, anthropic:4-7, anthropic:10-8).
In-home range. The Classic cellular system advertises up to 1,400 feet from the base unit. The landline-based Classic option is limited to roughly 600 feet [32].
Mobile and out-of-home protection. Mobile systems use AT&T cellular connectivity and GPS location services; the company states an activation transmits the user's location and customer ID to the response center [33]. One independent source notes GPS location is not guaranteed in all areas (anthropic:2-4).
Fall detection. Automatic fall detection is an add-on for compatible cellular systems. MobileHelp states the fall button can send an alarm when a user falls and cannot press the button, but the company and independent testing indicate automatic detection is not 100% accurate [34].
Caregiver app. MobileHelp Connect provides system-status, non-emergency, and emergency alerts, online account access, and location requests for compatible mobile systems. The standard package includes 30 location requests per month, with additional requests at $6 per 30 requests [37]. Independent testers described the app as more basic than a leading competitor's and reported glitchy performance in one review (anthropic:31-2, anthropic:18-12).
Battery and charging. The rechargeable fall-detection pendant requires regular charging; one independent review reported the user guide recommends charging at least once every 24 hours [39]. The Elite mobile device is rated up to 6 days (anthropic:22-12). The Classic base station must remain plugged in but includes a backup battery (anthropic:22-15, anthropic:22-16).
Water resistance. Pendant and wrist buttons are water-resistant for shower use but not designed for prolonged submersion; base stations are not waterproof (anthropic:4-10, anthropic:11-5, anthropic:11-6, anthropic:11-7).
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does MobileHelp cost per month for a solo-aging buyer, and are there setup or cancellation fees?
- Does MobileHelp require a minimum contract, and what happens if a senior cancels early?
Published pricing conflicts across sources, so buyers should treat any single figure as offer-dependent. The official offer page reviewed in 2026 advertises the Classic/home system from $29.95 per month and Elite from $37.95 per month, with free shipping and free activation [40]. Independent reviews report Classic at $24.95, $25.95, or $29.95 per month, and one official promotional page advertises Classic from $19.95 per month [41].
| Cost item | Reported amount | Source type |
|---|---|---|
| Classic/home system | $19.95–$29.95/month depending on source and offer | Official and independent |
| Elite mobile system | $37.95–$41.95/month | Official and independent |
| Automatic fall detection | $10–$11/month | Official and independent |
| MobileHelp Connect standard features | No additional charge stated | Company |
| Additional Connect location requests | $6 per 30 requests | Company |
| Wall-mounted help buttons | $2.99/month each | Independent |
| Protection plan (warranty) | $6.99/month | Independent |
| Restocking fee | Up to $50 | Company terms |
| Unreturned equipment charge | Up to $350 | Company terms |
Contract and cancellation terms are the most consequential cost risk. Published terms state a three-month minimum service commitment, cancellation by phone, customer-paid return shipping, a possible $50 restocking fee, and a $350 charge if equipment is not returned within 30 days after termination [46]. Promotional discounts may be forfeited if the order or billing cycle changes within 12 months [47]. Independent sources also report a 30-day money-back guarantee, with one source stating 14 days from delivery (anthropic:23-3, anthropic:23-6).
Best Suited For
Questions This Section Answers
- Who is MobileHelp best suited for among seniors living alone?
- Is MobileHelp a good choice for a solo ager in a large or multi-story home?
MobileHelp is best suited for solo agers who want a simple, professionally monitored in-home system without a landline, and who value a comparatively large advertised home range and moderate recurring cost (anthropic:32-1, anthropic:32-6).
It also fits older adults who move between home and community settings and need a mobile GPS option, and families prioritizing low-to-moderate recurring cost with no equipment or activation fee on current advertised offers (anthropic:1-2, anthropic:8-2).
Homes where a 1,400-foot base-unit range is adequate — including larger or multi-story houses — are a reasonable match, provided AT&T coverage is strong at the address [50].
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose MobileHelp for Living Alone & Solo Aging?
- Is MobileHelp a poor fit for a senior who needs dependable automatic fall detection?
Buyers who need highly dependable or independently validated automatic fall detection should look elsewhere. Fall detection is optional, costs extra, and independent testing found it was not fully reliable across simulated falls [51].
Buyers who need detailed caregiver automation, wellness analytics, or extensive two-way family communication will find MobileHelp Connect more basic than a leading competitor's app, with one review reporting glitchy performance (anthropic:31-2, anthropic:18-12, anthropic:34-2).
Users living outside reliable AT&T cellular coverage are a poor fit, since the systems depend on that network for cellular and GPS functions [53].
Buyers seeking the clearest possible cancellation and return process without minimum-service or restocking provisions should weigh the three-month minimum, $50 restocking fee, and $350 unreturned-equipment charge before committing [54].
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to MobileHelp for a solo ager who needs the fastest emergency response?
- When is a check-in app a better choice than MobileHelp for someone living alone?
Another option may be better when response speed is the dominant criterion. Independent comparisons placed MobileHelp's average response time at 17–26 seconds, slower than competitors reported at 8–16 seconds [55].
Another option may be better when the buyer wants a smartwatch-style or more discreet form factor; MobileHelp's mobile device is compact, but one review described the older Solo model as bulky and clearly identifiable as a medical device (anthropic:30-11, anthropic:30-12, anthropic:33-9).
Another option may be better when the primary concern is gradual wellness decline or social isolation rather than acute emergencies. Proactive check-in services such as Snug Safe (free tier) and I'm Alive (free daily check-in, paid alert tier) catch missed check-ins without hardware, though they do not provide professional 911 dispatch (kimi:snugsafe, kimi:imalive-home, kimi:imalive-vs).
Another option may be better when the buyer wants unlimited real-time caregiver location tracking without monthly caps or add-on fees, since MobileHelp Connect limits standard location requests to 30 per month [56].
Questions to Verify Before Buying
Questions This Section Answers
-
What should a buyer confirm with MobileHelp before signing up for a solo-aging parent?
-
Which MobileHelp costs and contract terms need written confirmation before purchase?
-
What is the exact monthly, quarterly, and annual price for the selected Classic, Solo, or Elite configuration at the buyer's ZIP code?
-
Is fall detection compatible with the exact device, and what is its current monthly fee after any introductory promotion? [58]
-
What are the documented battery lives for the base unit, mobile device, ordinary help button, and fall-detection pendant? (anthropic:22-12)
-
What response-time target or recent measured response time applies to the selected plan?
-
Does the home and every regular travel location have adequate AT&T coverage? [60]
-
Which MobileHelp Connect features are included for the selected system, and how many caregivers can receive alerts? [61]
-
Does the plan have a three-month minimum commitment, a restocking fee, or any equipment-return charge? [62]
-
Who pays return shipping, and exactly when does billing stop after cancellation? [63]
-
Is the money-back period 14 days or 30 days from delivery? (anthropic:23-6, anthropic:23-3)
-
What happens if the user cannot speak, the device loses cellular service, or a fall is detected incorrectly? [64]
Final AI Consensus Verdict
MobileHelp is a good, not strong, fit for Living Alone & Solo Aging. Five of seven platforms named it in the ranking stage, with an average listed rank of 3.8 and a best rank of 3. The Classic cellular system is attractive for straightforward in-home protection, a broad advertised range, and comparatively moderate recurring cost, while the mobile line is more appropriate for an older adult who regularly leaves home.
The reasons it does not rate stronger are consistent across platforms: uncertain current pricing, inconsistent public response-time evidence, extra-cost fall detection with no verified accuracy guarantee, cellular-coverage dependence, and cancellation terms that can be more restrictive than the promotional language suggests. Platform agreement here reflects repeated sourcing patterns, not independent verification of product quality.
How This Review Was Produced
This review was produced from platform fit-research responses collected on 2026-09-24 for the Living Alone & Solo Aging use case within the medical alert systems category. Seven platforms evaluated fit: anthropic, deepseek, google, grok, kimi, openai, and perplexity. Five of those platforms named MobileHelp during the ranking stage.
Each platform supplied its own fit rating, product recommendation, pricing summary, strengths, limitations, and citations. This article synthesizes those responses, preserves conflicts rather than resolving them, and labels company-owned evidence separately from independent evidence. No personal testing, customer experience, or independent verification was performed by the writer.
Methodology Limitations
Platform-reported research dates differ from the authoritative run date of 2026-09-24. Anthropic's response is dated 2024-09-24 and deepseek's is dated 2026-06-11; the remaining platforms are dated 2026-09-24. Platform-reported dates are provenance metadata and do not independently prove freshness.
Deepseek's response was produced without search enabled, so its claims are platform-reported and require explicit verification before being treated as current facts. 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.
Platform mentions count only platforms that named the entity during ranking discovery; all included platforms evaluated fit. Conflicting product names, pricing, and capabilities were not resolved by guessing. Where sources disagreed — on contract length, money-back period, pricing, response time, and fall-detection accuracy — the conflict is described and the buyer is directed to verify.
What Changed Since July 2026
The company remained at No. 4, and platform mentions were unchanged at 5. Between July 2026 and September 2026, MobileHelp's buyer-facing guidance shifted materially. The July 2026 review centered on the Duo home-plus-mobile bundle for Seniors living alone; the September 2026 review centers on the Classic cellular in-home system with optional fall detection, and newly addresses Living Alone & Solo Aging. Reported pricing changed: the September review newly states figures such as $19.95 and $37.95, without repeating earlier annual totals. Reported measurements also changed, adding range and response-time details while dropping older battery and trial figures. The core limitation persists across both periods: conflicting prices, extra-cost fall detection without verified accuracy, and stricter-than-advertised cancellation terms. Article differences do not by themselves prove that the company changed its offering or price.
The July 2026 review preserves the earlier article for reference.
Sources
Company-Owned Sources
- Safety App for People Who Live Alone — Beacon Safe: https://beaconsafe.app/live-alone
- Top Rated Medical Alert Systems - MobileHelp: https://buy.mobilehelp.com/
- I'm Alive — Personal Safety & Fall Detection App: https://imalive.co/
- Living Alone Safely: Tips, Stats & Check-In Guide (2026: https://imalive.co/living-alone
- I'm Alive vs Other Safety Solutions — Honest Comparisons: https://imalive.co/vs
- Medical Alert Systems - MobileHelp: https://offers.mobilehelp.com/medical-alert-systems-with-fall-detection/
- MobileHelp: https://www.mobilehelp.com/
- MobileHelp Classic Medical Alert System: https://www.mobilehelp.com/classic.html
- MobileHelp Connect App: https://www.mobilehelp.com/mobilehelp-connect.html
- GPS Alert Systems: https://www.mobilehelp.com/pages/gps-alert-systems
- MobileHelp Connect: https://www.mobilehelp.com/pages/mobilehelp-connect
- MobileHelp Latest Offers: https://www.mobilehelp.com/pages/offer
- 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 and Plans: https://www.mobilehelp.com/pricing.html
- Classic Cellular Medical Alert System: https://www.mobilehelp.com/products/in-home-medical-alert-system
- Classic Cellular Medical Alert System | No Landline | MobileHelp: https://www.mobilehelp.com/products/mobilehelp-classic
- MobileHelp Solo: https://www.mobilehelp.com/products/mobilehelp-solo
- MobileHelp Solo Mobile Medical Alert: https://www.mobilehelp.com/solo.html
- Snug Safety - Free Daily Check in service for seniors living alone: https://www.snugsafe.com/
Additional AI research evidence64 records
- AI research evidence record openai:c1
- AI research evidence record grok:web:0
- AI research evidence record perplexity:c6
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record deepseek:c1
- AI research evidence record perplexity:c15
- AI research evidence record openai:c5
- AI research evidence record openai:c4
- AI research evidence record perplexity:c8
- AI research evidence record openai:c7
- AI research evidence record openai:c1
- AI research evidence record google:1.1.1
- AI research evidence record grok:web:1
- AI research evidence record deepseek:c1
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c2
- AI research evidence record perplexity:c11
- AI research evidence record grok:web:0
- AI research evidence record openai:c12
- AI research evidence record google:1.3.1
- AI research evidence record perplexity:c13
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c6
- AI research evidence record openai:c10
- AI research evidence record grok:web:1
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record grok:web:4
- AI research evidence record google:1.1.5
- AI research evidence record openai:c6
- AI research evidence record perplexity:c15
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record perplexity:c5
- AI research evidence record openai:c7
- AI research evidence record google:1.2.1
- AI research evidence record openai:c9
- AI research evidence record openai:c10
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c13
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record openai:c11
- AI research evidence record openai:c12
- AI research evidence record google:1.3.1
- AI research evidence record google:1.3.2
- AI research evidence record openai:c4
- AI research evidence record openai:c6
- AI research evidence record google:1.1.5
- AI research evidence record openai:c4
- AI research evidence record openai:c12
- AI research evidence record grok:web:4
- AI research evidence record google:1.2.1
- AI research evidence record openai:c7
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c2
- AI research evidence record openai:c4
- AI research evidence record openai:c7
- AI research evidence record openai:c12
- AI research evidence record openai:c11
- AI research evidence record openai:c6
Independent Sources
- MobileHelp Medical Alert Review - Medical Alert Systems HQ: https://medicalalertsystemshq.com/reviews/mobilehelp-medical-alert-review.html
- MobileHelp Medical Alert System Review 2026 | U.S. News: https://realestate.usnews.com/home-services/medical-alert-system/mobilehelp
- MobileHelp Review 2026 — Pricing, Features & Verdict: https://seniorssearch.com/reviews/mobilehelp
- MobileHelp Medical Alert System Review 2026 - Caring.com: https://www.caring.com/senior-products/best-medical-alert-systems/mobilehelp
- MobileHelp Reviews (From First-hand Experiences: https://www.consumeraffairs.com/medical-alert-systems/mobilehelp.html
- MobileHelp Classic Review: Tried And Tested: https://www.forbes.com/health/medical-alert-systems/mobile-help-classic-review/
- MobileHelp Classic Review: Tried and Tested: https://www.forbes.com/health/medical-alert-systems/mobile-help-classic/
- MobileHelp Medical Alert System Review: How Does It Compare?: https://www.ncoa.org/adviser/medical-alert-systems/mobilehelp-review/
- The Best Medical Alert Systems with Fall Detection of 2026: https://www.ncoa.org/product-resources/medical-alert-systems/best-medical-alert-systems-with-fall-detection/
- The Best Medical Alert Systems in 2026: https://www.ncoa.org/product-resources/medical-alert-systems/best-medical-alert-systems/
- MobileHelp Review in 2026: Is It a Good Value?: https://www.ncoa.org/product-resources/medical-alert-systems/mobilehelp-review/
- Medical Guardian vs MobileHelp Comparison: https://www.safehome.org/compare/medical-guardian-vs-mobilehelp/
- MobileHelp Cost, Pricing, Packages & Monthly Plans: https://www.safehome.org/medical-alert-systems/mobilehelp/
- MobileHelp Medical Alert System Review | SafeWise: https://www.safewise.com/senior-safety/medical-alerts/mobile-help/
- Best Medical Alert Systems of 2026: Tested and Ranked: https://www.seniorliving.org/medical-alert-systems/best/
- 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 in 2026: https://www.seniorliving.org/medical-alerts/mobilehelp/cost/
- MobileHelp Medical Alert Review 2026 | SeniorsList: https://www.seniorslist.com/medical-alert-systems/mobilehelp-reviews/
- The 7 Best Medical Alert Systems (2026) - The Senior List: https://www.theseniorlist.com/medical-alert-systems/best/
- MobileHelp Medical Alert: Costs, Systems, and Plans: https://www.theseniorlist.com/medical-alert-systems/mobilehelp/
- MobileHelp Medical Alert System Review 2026: https://www.theseniorlist.com/medical-alert-systems/mobilehelp/reviews/
- MobileHelp Medical Alert: Costs, Systems, and Plans: https://www.theseniorlist.com/medical-alert/mobilehelp/
Additional AI research evidence64 records
- AI research evidence record openai:c1
- AI research evidence record grok:web:0
- AI research evidence record perplexity:c6
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record deepseek:c1
- AI research evidence record perplexity:c15
- AI research evidence record openai:c5
- AI research evidence record openai:c4
- AI research evidence record perplexity:c8
- AI research evidence record openai:c7
- AI research evidence record openai:c1
- AI research evidence record google:1.1.1
- AI research evidence record grok:web:1
- AI research evidence record deepseek:c1
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c2
- AI research evidence record perplexity:c11
- AI research evidence record grok:web:0
- AI research evidence record openai:c12
- AI research evidence record google:1.3.1
- AI research evidence record perplexity:c13
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c6
- AI research evidence record openai:c10
- AI research evidence record grok:web:1
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record grok:web:4
- AI research evidence record google:1.1.5
- AI research evidence record openai:c6
- AI research evidence record perplexity:c15
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c6
- AI research evidence record perplexity:c5
- AI research evidence record openai:c7
- AI research evidence record google:1.2.1
- AI research evidence record openai:c9
- AI research evidence record openai:c10
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c13
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record openai:c11
- AI research evidence record openai:c12
- AI research evidence record google:1.3.1
- AI research evidence record google:1.3.2
- AI research evidence record openai:c4
- AI research evidence record openai:c6
- AI research evidence record google:1.1.5
- AI research evidence record openai:c4
- AI research evidence record openai:c12
- AI research evidence record grok:web:4
- AI research evidence record google:1.2.1
- AI research evidence record openai:c7
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c2
- AI research evidence record openai:c4
- AI research evidence record openai:c7
- AI research evidence record openai:c12
- AI research evidence record openai:c11
- AI research evidence record openai:c6
Verify This Research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 24, 2026
- Platforms analyzed
- 7
- Source records
- 46
- Ranking mentions
- 5 of 7
- Platform share
- 71%
- Final consensus rank
- #4
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
24 independent · 22 company-owned
Evidence support
22 direct · 7 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 e6b869b50d40e39655e84022b9d157bbf2dde6ce27aa45bd9cf4ac1726ad8ed5
Archived editions
Browse earlier published research snapshots for this article. The latest edition remains at the current URL.
