Answer Capsule
MobileHelp is a mixed-to-good fit for caregivers seeking app-based monitoring and family alerts. Six of seven AI platforms named MobileHelp during ranking discovery, with an average listed rank of 3.5 and a best rank of 1 (perplexity). The strongest reason to consider MobileHelp is its low entry cost and transparent pricing—starting around $25.95/month with no equipment fees, activation fees, or long-term contracts [1]. The main limitation is documented app reliability concerns: independent reviewers describe the MobileHelp Connect app as glitchy with unreliable location updates, and location tracking is capped at 30 requests per month on standard plans [3]. Fit ratings split across platforms: two rated "good," three "mixed," and two "uncertain." MobileHelp works best for budget-conscious families who primarily need emergency escalation and occasional location checks rather than continuous real-time tracking.
Research Snapshot
| Metric | Value |
|---|---|
| Platform mentions in ranking stage | 6 of 7 platforms |
| Share of included platform responses | 85.7% |
| Average listed rank | 3.5 |
| Best listed rank | 1 (perplexity) |
| Most relevant product/plan | MobileHelp Elite with MobileHelp Connect, or Classic Cellular with MobileHelp Connect |
| Overall use-case fit | Mixed-to-good |
| Research date | 2026-08-06 |
Why MobileHelp Qualified for This Study
MobileHelp qualified because six of seven AI platforms named it during the ranking discovery stage for the Caregiver App & Family Alerts category. The platforms that named MobileHelp were anthropic, deepseek, google, grok, openai, and perplexity. Only kimi did not name MobileHelp during ranking discovery, though kimi still provided a fit assessment. The platform fit ratings were: google and openai rated MobileHelp "good"; anthropic, deepseek, and grok rated it "mixed"; kimi and perplexity rated it "uncertain" (evidence audit: fit_ratings_by_platform).
The Product, Model, Plan, or Service Most Relevant to Caregiver App & Family Alerts
The most relevant offering is the MobileHelp Connect app paired with either the Elite mobile system or the Classic Cellular in-home system. Platform recommendations converged on these configurations:
- openai: MobileHelp Elite with MobileHelp Connect, or Classic Cellular with MobileHelp Connect for primarily in-home use
- anthropic: MobileHelp Elite with MobileHelp Connect app; MobileHelp Connect Premium add-on; OnGuard Alerts feature
- google: MobileHelp Connect App Ecosystem with Mobile Systems (Elite/Solo) or Bundles
- grok: At-Home Cellular or At-Home & On-the-Go with MobileHelp Connect app; OnGuard Alerts add-on
- deepseek: MobileHelp Touch with caregiver app features; MobileHelp Connect app bundled with Classic, At-Home Cellular, At-Home & On-the-Go, Elite, or Mobile Duo
- kimi: MobileHelp Connect app with At-Home Cellular, At-Home & On-the-Go, or Elite system
- perplexity: MobileHelp Connect app ecosystem with At-Home Cellular, At-Home & On-the-Go, Elite, Classic Cellular, Mobile Duo, and Touch plans
The Elite model is the strongest choice when caregivers need location information outside the home, while Classic Cellular suits primarily in-home monitoring at a lower starting price [6].
What the AI Platforms Agreed About
Strong agreement: MobileHelp offers competitive, transparent pricing with no long-term contracts. Multiple platforms highlighted the absence of equipment fees, activation fees, and contract requirements. NCOA describes MobileHelp as a strong choice for shoppers who want transparent pricing because it has no equipment fees, activation fees, contracts, or cancellation penalties [8]. Base plans start around $25.95/month for in-home systems [9].
Strong agreement: The MobileHelp Connect app provides core caregiver functions. The app supports emergency-contact management, contact-order changes, caregiver communication, scheduling, reminders, and location pings [12]. MobileHelp Connect provides automatic notifications via text, email, or app when the emergency button is pressed, containing details on the event and resolution [14].
Strong agreement: Emergency escalation is professionally monitored. When the emergency button is pressed, the system connects to a 24/7 monitoring center where operators establish two-way communication, determine needs, and contact emergency services [15]. Monitoring operators can contact a family member, friend, or neighbor according to emergency-contact preferences [16].
Majority agreement: Location sharing is request-based and capped. MobileHelp Connect standard features include 30 location requests per month; additional requests cost $6 per 30 [17]. This is on-demand location checking rather than continuous real-time tracking [20].
Majority agreement: The app is functional but limited compared to competitors. Independent reviewers describe the app as "functional but limited" [21] and "not as advanced as Medical Guardian's app" with limited features for caregivers [22].
Where the AI Platforms Disagreed or Were Uncertain
App reliability was the biggest point of disagreement. openai and google rated MobileHelp "good" for this use case, while anthropic, deepseek, and grok rated it "mixed." The divergence stems from app-quality assessments: anthropic cited multiple independent reviewers who found the MobileHelp Connect app "noticeably glitchy" with "unreliable location updates" and an interface "harder to use" than Bay Alarm Medical or Medical Guardian [23]. openai acknowledged limited public review volume but did not rate the app as unreliable [25].
Location tracking capability was described inconsistently. openai noted that Elite is advertised with "24/7 continuous locating" and a Find Me feature [26], while anthropic and google emphasized that standard MobileHelp Connect location sharing is capped at 30 requests per month and is on-demand rather than continuous [27]. The exact difference between continuous locating on Elite and request-based location on standard plans is unclear from public materials.
Pricing figures varied across sources. openai listed Classic Cellular at $25.95/month and Elite at $37.95/month [26]. anthropic cited Elite at $41.95/month [31]. deepseek listed At-Home Cellular at $41.95 and At-Home & On-the-Go at $47.95. These discrepancies likely reflect promotional pricing and plan variations rather than a single universal price.
Fall detection pricing conflicted across sources. Sources cited $5.50/month, $10/month, and $11/month; the most recent sources (June 2026) cite $10-$11/month [33].
kimi and perplexity could not verify current details. kimi reported that its 2026 search results contained no verified MobileHelp-specific information, instead returning results for a competitor called Connected Caregiver. perplexity noted that the supplied evidence did not include direct MobileHelp product pages or current independent reviews, so the caregiver-app feature set was only partially supported [34].
Use-Case-Specific Features and Capabilities
Caregiver App Usability
The MobileHelp Connect app provides a dashboard for monitoring device status and activity, managing emergency contacts, viewing alert history, and coordinating schedules or medications [36]. However, independent reviewers rated the app as harder to use than Bay Alarm Medical or Medical Guardian apps, with inconsistent performance across iOS and Android [39]. Google Play shows a 4.0-star rating from only 10 reviews—too small a sample for a strong usability conclusion—and public reviews include complaints about app access and a July 2026 Android report that information was not saving [40].
Real-Time Push Alerts
MobileHelp provides automatic notifications via text, email, or app when the emergency button is pressed [41]. The OnGuard Alerts add-on ($2.99/month) sends automatic text messages to designated family members, providing a reliable SMS notification channel independent of app reliability [42]. Public materials do not specify notification latency, delivery guarantees, retry behavior, or whether every alert reaches every authorized caregiver through the app [44].
Location Sharing
Location sharing is available through MobileHelp Connect for compatible mobile GPS systems, with 30 location requests per month included and additional packages at $6 per 30 requests [44]. Elite is advertised with 24/7 continuous locating and a Find Me feature, but caregiver-facing refresh behavior and sharing controls are not fully documented [46]. Independent testing found location updates unreliable and tracking on-demand rather than continuous [47].
Emergency Escalation Options
MobileHelp's 24/7 monitoring center operators establish two-way communication, determine emergency needs, and contact emergency services [48]. The average response time is 26 seconds—slower than Medical Guardian (8 seconds) and Bay Alarm Medical (16 seconds) but faster than the industry average of 30-45 seconds [49]. Monitoring operators can contact a family member, friend, or neighbor according to emergency-contact preferences [50].
Multi-Contact Permissions
The app supports adding or editing emergency contacts and changing their order [40]. However, public materials do not clearly document the maximum number of caregivers or detailed role-based permissions [40]. Independent testing indicates the app lacks advanced features for managing multiple caregivers with granular permission controls [51].
Privacy Controls
The app-store listing states that the developer declares no data shared with third parties and no data collected, but these are developer-provided disclosures [40]. Public product materials do not clearly explain caregiver-specific visibility controls, location-consent workflows, retention periods, or granular notification permissions [40]. No sources confirm HIPAA compliance or certification.
Pricing, Fees, Contracts, and Ongoing Costs
Conclusion: MobileHelp offers competitive base pricing with transparent terms, but add-ons can increase the monthly cost significantly.
| Item | Cost | Source |
|---|---|---|
| Classic Cellular (in-home) | $25.95/month | [53], [54] |
| Wired Home (landline) | $25.95/month | [55] |
| Elite (mobile) | $37.95-$41.95/month | [56], [57] |
| Home Duo bundle | $44.95/month | [55] |
| Mobile Duo bundle | Pricing not specified | [58] |
| Fall detection add-on | ~$10-$11/month | [59], |
| OnGuard Alerts (SMS) | $2.99/month | [60], [61] |
| Additional location requests | $6 per 30 requests | [62], [63] |
| MobileHelp Connect Premium | $6.99/month | [57] |
| Shipping | $12.50 (often free with annual plans) |
Contract terms: MobileHelp states that service is month-to-month and does not require a contract [53]. There is a 30-day money-back guarantee on all purchases; after 30 days, prorated refunds are available. Equipment must be returned at customer expense upon cancellation or the customer is charged for unreturned items. deepseek noted that cancellation requires 30-day written notice and equipment is leased, not owned.
Pricing confidence: Moderate to high across platforms. openai rated pricing confidence "moderate," while anthropic, google, and grok rated it "high." perplexity rated pricing confidence "low" because its evidence set lacked verified pricing.
Best Suited For
MobileHelp is best suited for:
- Budget-conscious families prioritizing low entry costs over premium caregiver app features
- Adult children who want professional monitoring plus caregiver access to emergency contacts and status information
- Families monitoring a person primarily at home through Classic Cellular at a lower starting price
- Couples needing dual mobile or combined home/mobile systems at discounted rates through bundles [65]
- Buyers who will supplement the caregiver app with OnGuard Alerts SMS notifications for a more reliable alert channel
- Caregivers who primarily need emergency button press alerts rather than continuous health monitoring
Probably Not Best Suited For
MobileHelp is probably not best suited for:
- Caregivers who depend heavily on real-time location tracking—location is capped at 30 requests per month and updates are documented as unreliable [66]
- Families requiring continuous live location sharing as the primary feature
- Buyers requiring documented role-based permissions and configurable alert-routing rules
- Families needing advanced caregiver dashboards with activity monitoring and medication adherence tracking
- Situations requiring under-30-second emergency response times—MobileHelp averages 26 seconds versus competitors at 8-16 seconds [68]
- Buyers wanting smartwatch integration—MobileHelp no longer offers smartwatch options
When Another Option May Be Better
Consider another provider when:
- Caregiver app reliability is the top priority. Bay Alarm Medical and Medical Guardian offer demonstrably more robust and consistent app experiences.
- Continuous real-time GPS tracking is required. MobileHelp limits location requests to 30/month and updates are unreliable.
- Fast emergency response times are critical. MobileHelp's 26-second average is slower than Bay Alarm Medical (16 seconds) and Medical Guardian (8 seconds) [69].
- Advanced caregiver dashboards with activity monitoring and medication adherence tracking are needed.
- The user rarely leaves home and caregivers only need emergency escalation rather than location monitoring.
- Shared tasks, notes, schedules, and non-emergency status updates matter more than professional emergency monitoring—consider a separate family-care coordination app.
Questions to Verify Before Buying
- Which exact app is used with the selected device and plan: MobileHelp, MobileHelp Connect, or another current app?
- Are caregiver alerts delivered as mobile push notifications, SMS, email, monitoring-center calls, or some combination?
- What is the expected alert delay and what happens if a caregiver does not acknowledge an alert?
- How many caregivers can be added, and can each caregiver have different permissions?
- Does Elite provide continuous caregiver-visible location, or only operator-initiated or caregiver-requested location checks?
- How frequently does location refresh, and what happens when the device is indoors, uncharged, offline, or outside cellular coverage?
- Are location sharing and app access opt-in for the care recipient, and can access be revoked?
- What exact monthly price applies after promotions, and are there activation, equipment, shipping, or premium-app fees?
- What are the return, cancellation, refund, and prorating terms?
- Is the app fully supported on the caregiver's specific iOS or Android version?
- Does MobileHelp Connect Premium ($6.99/month) add caregiver app features or only device protection and rate-locking?
- What is the actual in-home coverage range? MobileHelp advertises 1,400 feet for Classic Cellular, but U.S. News testing found only 300 feet actual range.
- Is fall detection compatible with the specific device model chosen, and is it integrated or a separate pendant?
- What are the equipment return shipping obligations upon cancellation?
Final AI Consensus Verdict
MobileHelp is a mixed-to-good fit for Caregiver App & Family Alerts. The platform consensus is that MobileHelp offers compelling value—transparent pricing, no contracts, professional 24/7 monitoring, and a caregiver app with core features like emergency-contact management, status alerts, and location pings. However, the documented reliability issues with the MobileHelp Connect app, the 30-request monthly location cap, and the lack of granular multi-caregiver permissions make it a weaker choice than Bay Alarm Medical or Medical Guardian for caregivers who depend heavily on real-time app-based monitoring.
The most relevant configuration is MobileHelp Elite with MobileHelp Connect for families needing on-the-go location capability, or Classic Cellular with MobileHelp Connect for primarily in-home monitoring at a lower cost. Buyers should validate alert delivery, caregiver permissions, location refresh behavior, privacy controls, and current total pricing before purchase. For budget-conscious families who primarily need emergency escalation and occasional location checks, MobileHelp is a reasonable choice. For caregivers requiring consistent, responsive app performance and continuous tracking, another provider is likely a better fit.
How This Review Was Produced
This review was produced by aggregating fit-research responses from seven AI platforms—anthropic, deepseek, google, grok, kimi, openai, and perplexity—each of which evaluated MobileHelp against the Caregiver App & Family Alerts use case. The evaluation criteria included caregiver app usability, real-time push alerts, location sharing, emergency escalation options, multi-contact permissions, subscription cost, and privacy controls. Each platform supplied citations to company-owned and independent sources, which were deduplicated into a citation catalog of 37 unique sources. The authoritative research date is 2026-08-06. Platform-reported research dates differ: deepseek reported 2026-03-01, while all other platforms reported 2026-08-06; this is a methodology limitation.
Methodology Limitations
- Platform-reported dates differ from the authoritative run date. deepseek reported a research date of 2026-03-01, while the authoritative run date is 2026-08-06. This means deepseek's findings may reflect older information.
- The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
- AI-platform agreement does not prove product quality. The consensus reflects what the platforms found in their sources, not independent verification.
- kimi's search results contained no verified MobileHelp-specific information and instead covered a competitor, Connected Caregiver. kimi's assessment relies on general knowledge of the company's product structure rather than freshly verified sources.
- perplexity's evidence set lacked direct MobileHelp product pages and current independent reviews, so its assessment is based on general inferences about feature-based pricing rather than verified MobileHelp details.
- Conflicting pricing figures exist across sources for Elite ($37.95 vs. $41.95/month) and fall detection ($5.50, $10, or $11/month). These conflicts are disclosed rather than resolved.
- The app-store data-safety information is developer-provided and may not describe every operational privacy detail.
- No personal testing, customer experience, or independent verification was conducted by the writer.
Explore more medical alert systems guidance in the category directory.
Sources
Company-Owned Sources
- MobileHelp - Apps on Google Play: https://play.google.com/store/apps/details?hl=en_US&id=com.mobilehelp
- MobileHelp Introduces MobileHelp Connect App: https://www.businesswire.com/news/home/20141209005305/en/MobileHelp-Introduces-MobileHelp-Connect-App
- MobileHelp: https://www.mobilehelp.com/
- MobileHelp - Pricing and Plans: https://www.mobilehelp.com/medical-alert-systems
- Fall Button: https://www.mobilehelp.com/pages/fall-button/1000
- How It Works: https://www.mobilehelp.com/pages/how-they-work
- MobileHelp Connect: https://www.mobilehelp.com/pages/mobilehelp-connect
- MobileHelp Connect: https://www.mobilehelp.com/pages/mobilehelp-connect/1000
- MobileHelp® Launches New App for Health Management: https://www.mobilehelp.com/pages/mobilehelp-launches-new-app-for-health-management
- Classic Cellular Medical Alert System: https://www.mobilehelp.com/products/in-home-medical-alert-system
- What Is Product-Market Fit? Examples, Tips, and How to Measure: https://www.salesforce.com/blog/sales/product-market-fit/
- Product-Market Fit: How to Find It in 2026: https://www.shopify.com/blog/product-market-fit
Additional AI research evidence69 records
- AI research evidence record openai:c5
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c6
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record anthropic:c13
- AI research evidence record openai:c5
- AI research evidence record anthropic:c11
- AI research evidence record grok:c3
- AI research evidence record openai:c1
- AI research evidence record anthropic:c10
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c8
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c6
- AI research evidence record google:1.1.1
- AI research evidence record anthropic:c7
- AI research evidence record grok:c1
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record openai:c1
- AI research evidence record openai:c4
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c7
- AI research evidence record google:1.1.1
- AI research evidence record openai:c5
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c17
- AI research evidence record openai:c6
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c2
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.4
- AI research evidence record google:1.1.9
- AI research evidence record anthropic:c2
- AI research evidence record openai:c1
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c4
- AI research evidence record grok:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c6
- AI research evidence record openai:c4
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c8
- AI research evidence record anthropic:c9
- AI research evidence record openai:c2
- AI research evidence record anthropic:c10
- AI research evidence record anthropic:c15
- AI research evidence record openai:c5
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c17
- AI research evidence record openai:c4
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c18
- AI research evidence record openai:c6
- AI research evidence record anthropic:c4
- AI research evidence record grok:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c18
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c9
- AI research evidence record anthropic:c9
Independent Sources
- MobileHelp App - App Store: https://apps.apple.com/us/app/mobilehelp/id6683306625
- MobileHelp Review 2026: Pricing, Features & Alternatives - Carezano: https://carezano.com/mobilehelp-review/
- A guide to SaaS pricing models: https://chartmogul.com/blog/saas-pricing-models/
- What is Feature-Based Pricing?: https://dealhub.io/glossary/feature-based-pricing/
- Product-market fit - Wikipedia: https://en.wikipedia.org/wiki/Product-market_fit
- What is Feature-Based Pricing? vs. Tiered Models: https://payproglobal.com/answers/what-is-feature-based-pricing/
- MobileHelp - Apps on Google Play: https://play.google.com/store/apps/details?id=com.mobilehelp&hl=en_US
- MobileHelp - Apps on Google Play: https://play.google.com/store/apps/details?id=com.mobilehelp.mhconnect
- MobileHelp Medical Alert System Review 2026: https://realestate.usnews.com/home-services/medical-alert-system/mobilehelp
- MobileHelp Medical Alert Review, Hands-On Test (2026): https://seniorslist.com/medical-alert-systems/mobilehelp-reviews/
- MobileHelp Medical Alert System Review 2026: https://seniorslist.com/medical-alert-systems/mobilehelp/
- MobileHelp Medical Alert System Review 2025 - AgingInPlace.org: https://www.aginginplace.org/mobilehelp-review/
- Feature-Based Pricing: A Guide To Per Feature Pricing in SaaS: https://www.cloudzero.com/blog/feature-pricing/
- MobileHelp – Medical Alert Systems Review (2026): https://www.medicalalertadvice.com/mobilehelp/
- MobileHelp Review in 2026: Is It a Good Value?: https://www.ncoa.org/product-resources/medical-alert-systems/mobilehelp-review/
- What is product market fit? Definition, strategy & metrics: https://www.productmarketingalliance.com/everything-you-need-to-know-about-product-market-fit/
- MobileHelp Review (2026): With Costs & Models: https://www.retirementliving.com/reviews/mobilehelp
- MobileHelp Cost, Pricing, Packages & Monthly Plans: https://www.safehome.org/medical-alert-systems/mobilehelp/
- MobileHelp Medical Alert System Pricing and Full Review – 2026 Recommendations: https://www.safehome.org/medical-alert-systems/mobilehelp/pricing/
- MobileHelp Medical Alert System Cost & Pricing in 2026: https://www.seniorliving.org/medical-alert-systems/mobilehelp/
- MobileHelp Medical Alert System Cost & Pricing in 2026 - SeniorLiving.org: https://www.seniorliving.org/medical-alert-systems/mobilehelp/cost/
- MobileHelp Medical Alert System Review 2026: https://www.seniorliving.org/medical-alert-systems/mobilehelp/reviews/
- What is Feature-Based Pricing?: https://www.solvimon.com/glossary/feature-based-pricing
- Medical Guardian vs MobileHelp Comparison 2026: https://www.theseniorlist.com/medical-alert-systems/mobilehelp-vs-medical-guardian/
- MobileHelp Medical Alert System Review: How Does It Compare? - YouTube: https://www.youtube.com/watch?v=example
Additional AI research evidence69 records
- AI research evidence record openai:c5
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c6
- AI research evidence record openai:c4
- AI research evidence record openai:c5
- AI research evidence record anthropic:c13
- AI research evidence record openai:c5
- AI research evidence record anthropic:c11
- AI research evidence record grok:c3
- AI research evidence record openai:c1
- AI research evidence record anthropic:c10
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c8
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c6
- AI research evidence record google:1.1.1
- AI research evidence record anthropic:c7
- AI research evidence record grok:c1
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record openai:c1
- AI research evidence record openai:c4
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c7
- AI research evidence record google:1.1.1
- AI research evidence record openai:c5
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c17
- AI research evidence record openai:c6
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c2
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.4
- AI research evidence record google:1.1.9
- AI research evidence record anthropic:c2
- AI research evidence record openai:c1
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c4
- AI research evidence record grok:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c6
- AI research evidence record openai:c4
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c8
- AI research evidence record anthropic:c9
- AI research evidence record openai:c2
- AI research evidence record anthropic:c10
- AI research evidence record anthropic:c15
- AI research evidence record openai:c5
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c17
- AI research evidence record openai:c4
- AI research evidence record anthropic:c12
- AI research evidence record anthropic:c18
- AI research evidence record openai:c6
- AI research evidence record anthropic:c4
- AI research evidence record grok:c2
- AI research evidence record openai:c3
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c18
- AI research evidence record anthropic:c6
- AI research evidence record anthropic:c7
- AI research evidence record anthropic:c9
- AI research evidence record anthropic:c9
Verify this research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- Aug 6, 2026
- Platforms analyzed
- 7
- Source records
- 37
- Ranking mentions
- 6 of 7
- Platform share
- 86%
- Final consensus rank
- #2
Research trail and source mix
Platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
25 independent · 12 company-owned
Evidence support
34 direct · 3 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 438048bc1fda735692a5e609fc618ac26b9e9dfa5c85b463ffa7e6ffc498e123
