Answer Capsule
Jiobit is a mixed fit for Dementia & Wandering Risk Management. Two of seven platforms named it during the ranking stage (google, grok), and it finished seventh overall. Its strongest case is discreet, multi-radio GPS tracking with geofencing, Care Team sharing, and location history for a senior who will reliably wear a small clip-on tag. The main limitation is that Jiobit is a location tracker, not a dedicated medical-alert system: two-way voice is absent, emergency escalation is inconsistently described across sources, and no dementia-specific clinical outcomes were identified. Buyers should confirm current model naming, emergency-dispatch status, battery behavior, and coverage before relying on it.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (google, grok) |
| Share of included platform responses | 28.6% |
| Average listed rank | 3.0 |
| Best listed rank | 2 (google) |
| Relevant product/model/plan | Jiobit Gen 3 / Jiobit Smart Tag (Gen 3) with Jiobit subscription; current official pages primarily describe Jiobit Next |
| Overall use-case fit | Mixed |
| Research date | 2026-09-27 |
What Changed Since August 2026
Jiobit moved down from No. 6 to No. 7, and platform mentions were unchanged at 2. The September 2026 review reframes Jiobit as a mixed fit rather than the mixed-to-good fit described previously, and the buyer-facing write-up was substantially rewritten. The recommended configuration is unchanged. Battery reporting now spans 2–30 days depending on usage, with independent testing suggesting a 4–6 day charging cycle, while the previously cited 7–14 day typical figure is no longer repeated. Geofence boundaries are now described from roughly 100 feet. 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 Jiobit Qualified for This Study
Questions This Section Answers
- Is Jiobit a good choice for Dementia & Wandering Risk Management?
- Why did only two of seven AI platforms rank Jiobit for dementia wandering?
Jiobit qualified because it was named by two of the seven platforms during ranking discovery and because it meets the study's minimum-mention threshold of two. Google listed it at rank 2 and grok at rank 4, producing an average listed rank of 3.0 and a final rank of 7 across the full field [1].
Its inclusion is also supported by independent dementia-care context: a dementia-care technology resource lists Jiobit among GPS and technology options for wandering concerns, which supports relevance to the use case but does not establish clinical effectiveness [2]. Jiobit also markets directly to dementia and Alzheimer's caregivers on its own seniors page (anthropic:jiobit-seniors).
The qualification is narrow. Five of seven platforms did not name Jiobit in the ranking stage, and the platforms that did include it disagreed on fit rating: google and anthropic rated it "good," while openai, deepseek, grok, kimi, and perplexity rated it "mixed." That split is the central finding of this review.
The Product, Model, Plan, or Service Most Relevant to Dementia & Wandering Risk Management
Questions This Section Answers
- Which Jiobit model and subscription plan should a buyer choose for dementia wandering?
- Is the Jiobit Gen 3 still sold, or has it been replaced by Jiobit Next?
The relevant configuration is the Jiobit Gen 3 / Jiobit Smart Tag (Gen 3) paired with a required Jiobit subscription. Every platform that named a product used some version of that designation [3].
The naming is genuinely unresolved. OpenAI reported that current official pages primarily describe the product as Jiobit Next, creating a conflict with the requested Gen 3 designation, and stated that current inventory and support status for Gen 3 are unclear [4]. Perplexity flagged the same problem, noting that public information is inconsistent about whether the line is in stock or actively sold [5]. Buyers should treat "Gen 3," "Smart Tag," and "Next" as potentially different lifecycle labels for the same product family and confirm which one they are purchasing.
The subscription is mandatory, not optional. Jiobit's product page states a monthly subscription is required and that no separate SIM is needed [3]. Cellular data is included, so the device does not need to be added to a caregiver's phone plan [4].
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree Jiobit does well for dementia wandering?
- Does Jiobit provide geofencing alerts when a senior with dementia leaves a safe zone?
Agreement was strong on tracking fundamentals and weak on medical-alert capability.
Platforms broadly agreed that Jiobit combines GPS, cellular, Wi-Fi, and Bluetooth for location determination [6]. Jiobit states location accuracy of approximately 1–50 feet, a company specification rather than independent dementia-specific validation [8].
Platforms also agreed on geofencing. The app supports customizable Trusted Places using map-based geofences or Wi-Fi boundaries and sends notifications when the tracker enters or leaves a defined area [9]. Jiobit's comparison table lists typical geofence alert timing of 1–3 minutes [8].
Care Team sharing was consistently described: multiple caregivers can share live location, alerts, and history [11].
The most important shared finding is a limitation. Platforms agreed that Jiobit is a tracking device rather than a complete medical-alert workflow. OpenAI stated the documented strengths are tracking, geofencing, location history, and caregiver notification, and that the sources do not verify dependable two-way voice, clinical response, fall detection, or guaranteed professional intervention [12]. Kimi reached the same conclusion, reporting no emergency call button, no two-way voice, and no connection to professional monitoring centers (kimi:neurolaunch-angelsense-review). Google stated the device is strictly a tracking device without two-way voice calling [13].
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Is Jiobit's 911 dispatch feature active today or still coming soon?
- What is Jiobit's actual waterproof rating and real-world battery life?
Emergency escalation is the sharpest conflict. Jiobit's materials reference an alert button and 911 emergency dispatch, but the main product presentation also labels 24/7 call-center and 911 dispatch as coming soon [14]. Anthropic reported SOS Mode with Noonlight 911 dispatch as an active feature (anthropic:jiobit-personal-safety), while grok listed 24/7 call center and 911 dispatch as coming soon with no two-way voice (grok:0). These positions cannot both be current. Buyers must verify the live status directly.
Waterproofing is inconsistent. Anthropic reported an IP68 rating (anthropic:jiobit-press-kit), while an independent review clarified IPX7 (1 meter for 30 minutes) (anthropic:hotairtag-jiobit-review). Grok noted the rating varies across sources as IPX8, IP68, or IPX7 (grok:1, grok:7). OpenAI stated the reviewed sources do not establish a clear ingress-protection rating at all [16].
Battery life is the widest spread. Jiobit advertises up to 30 days (anthropic:jiobit-press-kit). Life360 support reports 2–30 days depending on usage (anthropic:jiobit-battery-life). PCMag testing recorded a drop to 79% after one day of heavy use, implying a 4–6 day charging cycle (anthropic:pcmag-jiobit-review). Grok reported real-world 5–14 days (grok:3). OpenAI noted independent testing found materially shorter battery life under intensive GPS use and weak coverage [17].
Pricing conflicts are material. OpenAI reported a $129.99 device and a one-year prepaid plan of $124.99, equivalent to $10.42 per month, plus a $14.99 monthly no-contract option [14]. Anthropic reported $16.99 per month or $99.99 per year (anthropic:hotairtag-jiobit-review). Grok reported a device price of $99.99–$149.99 with $8.33 per month annual or $16.99 per month (grok:3). Perplexity found a store page listing a $12.99 monthly device installment and an $8.99 monthly data plan [18]. These figures may reflect different plan generations, promotional periods, or billing structures.
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- How accurate is Jiobit's location tracking and how fast does it refresh for an active wanderer?
- Can Jiobit alert a caregiver if a senior with dementia removes the device?
Location precision and refresh rate are the strongest use-case advantages. Jiobit reports 1–50 feet accuracy with location reporting as frequently as every 10 seconds in Live Mode (anthropic:jiobit-product-care, grok:7). PCMag testing confirmed accurate GPS outdoors, including remote locations where iPhone tracking failed (anthropic:pcmag-jiobit-review). Accuracy degrades indoors without Wi-Fi or in cellular dead zones (anthropic:hotairtag-jiobit-review).
Geofencing supports custom boundaries from roughly 100 feet to 0.5 miles, with multiple zones (grok:1, anthropic:hotairtag-jiobit-review). Alerts notify all Care Team members when boundaries are crossed (anthropic:jiobit-seniors).
Wearable comfort is favorable on paper. The device is approximately 18 grams and 37mm × 50mm × 12mm, with clip-on, sewable, and modular attachment options (anthropic:jiobit-product-care, grok:3). Anthropic reported ISO 10993-10 compliance for skin safety (anthropic:jiobit-press-kit). No source verified that a person with dementia will tolerate or retain the device.
Device removal is an unresolved risk. Jiobit is a clip-on attachment that can be removed, and no tamper-proof attachment or automatic removal alert is documented (anthropic:hotairtag-jiobit-review, grok:3). Kimi reported no lockable clasp or anti-removal accessory found in searched sources (kimi:neurolaunch-angelsense-review).
Connectivity is US-only. Jiobit requires US 4G LTE coverage and does not support international roaming (grok:1, anthropic:hotairtag-jiobit-review). In dead zones the device reverts to last known location (anthropic:hotairtag-jiobit-review).
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Jiobit cost per month, and is the device price separate from the subscription?
- What happens to a Jiobit device if the subscription is cancelled?
Pricing is the least reliable part of the public record, and buyers should treat every figure below as requiring direct confirmation.
| Cost element | Reported figure | Source |
|---|---|---|
| Device | $129.99 | [19] |
| Device (sale range) | $99.99–$149.99 | (grok:3) |
| One-year prepaid | $124.99 ($10.42/mo) | [19] |
| Annual plan | $99.99/year ($8.33/mo) | (anthropic:hotairtag-jiobit-review), (grok:3) |
| Monthly no-contract | $14.99/mo | [19] |
| Monthly plan | $16.99/mo | (anthropic:hotairtag-jiobit-review), (grok:3) |
| Device installment | $12.99/mo for 12 payments | [20] |
| Data plan (store page) | $8.99/mo | [20] |
Contract terms carry a serious caveat. OpenAI reported that the one-year prepaid plan converts automatically to the $14.99 monthly plan after the prepaid period unless changed, and that canceling the connection service deactivates the device so it cannot be reactivated [19]. Google confirmed the permanent SIM deactivation on cancellation and reported a 25% early termination fee on contracted plans [21]. Google also reported that plans can be paused free for up to three months [22], while anthropic noted pause fees may apply in unspecified amounts (anthropic:hotairtag-jiobit-review).
Grok reported no activation fee, sales tax extra, and non-refundable subscriptions except a 30-day trial for new customers (grok:3). Perplexity reported the required monthly data plan can be cancelled any time [20]. These statements are not fully reconcilable.
Best Suited For
Questions This Section Answers
- Who gets the most value from Jiobit for dementia wandering risk?
- Is Jiobit worth it for a caregiver who mainly needs departure and arrival alerts?
Jiobit is best suited to caregivers whose primary need is discreet location tracking and departure/arrival alerts rather than emergency response [23]. It fits families with multiple geographically dispersed caregivers who need shared alerts and Care Team visibility [24]. It suits a senior who will tolerate a small, lightweight clip-on device and whose caregivers can actively monitor a smartphone app [23]. It also fits buyers who want cellular tracking without adding the device to a caregiver's phone plan [23].
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Jiobit for dementia and wandering risk management?
- Is Jiobit suitable for a senior who removes or refuses to wear a device?
Jiobit is probably not the right choice for people who need a clearly verified, always-available two-way voice medical alert system [25]. It is a poor fit for care recipients who may remove, lose, forget, or refuse a small wearable tracker, since no tamper-proof attachment or removal alert is documented (anthropic:hotairtag-jiobit-review, kimi:neurolaunch-angelsense-review). It is also unsuitable for care situations requiring a professionally monitored dementia-wandering response program or guaranteed emergency intervention [25]. Households without a caregiver smartphone on hand, or without tolerance for recurring subscription and app-based alert management, should look elsewhere [26].
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Jiobit when fall detection or two-way voice is required?
- When is a dedicated medical alert system better than Jiobit for dementia wandering?
A dedicated medical alert system is the better fit when one-press emergency call escalation to a monitoring center or 911 is the primary need [27]. Fall detection is a common gap: AngelSense includes it in the standard package, and Theora Connect offers it as an option (kimi:elderlivinghub-angelsense-review, kimi:theora-care-wandering). Two-way voice for reassurance or crisis communication points toward AngelSense, Theora Connect, or Medical Guardian (kimi:helpdementia-gps-vs-medical-alert). Fully waterproof continuous wear points toward Zembro Wander Alert, rated IP67 with a lockable strap option (kimi:zembro-wander-alert). Tamper-resistant locking or two-way audio also favors AngelSense (grok:0). Buyers needing professional 24/7 dispatcher monitoring should compare pendants from providers such as Medical Guardian or Aloe Care Health [28].
Questions to Verify Before Buying
- Is Jiobit Gen 3 currently sold, supported, and compatible with the current Jiobit app and subscription platform [29]?
- Does the selected plan currently include live human call-center support and 911 dispatch, or only caregiver alerts and an on-device alert function [29]?
- What exactly happens when the alert button is pressed, who receives the alert, and is two-way voice available [29]?
- What battery life should be expected with continuous live tracking, frequent geofence alerts, and weak cellular coverage [29]?
- What is the actual waterproof rating, and is showering, bathing, or submersion permitted (anthropic:hotairtag-jiobit-review, grok:1)?
- How quickly are geofence alerts delivered in the buyer's home, facility, and common travel areas [29]?
- What happens when GPS or cellular service is unavailable, and how is stale location data labeled in the app [29]?
- Which clips, pendants, or clothing attachments are included, and which are least removable for the intended senior [29]?
- What are the refund, warranty, replacement, pause, cancellation, and post-prepaid renewal terms for the exact device and plan [29]?
- Can the buyer test the device in the senior's actual residence and route before relying on it [29]?
Final AI Consensus Verdict
Mixed fit. Jiobit is a plausible choice for discreet, app-based GPS and geofence monitoring of a senior who will reliably wear the device, but it should not be treated as a standalone medical-alert or guaranteed wandering-response system [31]. Two of seven platforms named it in the ranking stage, and fit ratings split between "good" (google, anthropic) and "mixed" (openai, deepseek, grok, kimi, perplexity). The strongest reason to consider it is precise multi-radio tracking with geofencing and Care Team sharing. The main limitation is the absence of a verified medical-alert workflow, compounded by unresolved conflicts over emergency dispatch, waterproofing, battery life, and pricing. Purchase is most defensible after confirming current model availability, emergency-escalation functionality, battery behavior, and coverage in the senior's normal locations [31].
How This Review Was Produced
This review evaluates Jiobit only for Dementia & Wandering Risk Management. It draws on fit-research responses from seven AI platforms, each of which assessed Jiobit against the same use-case criteria: GPS precision, geofencing alerts, caregiver app quality, wearable comfort, emergency call escalation, battery life, waterproofing, and location refresh rate. Ranking statistics reflect which platforms named Jiobit during ranking discovery, not which platforms endorsed it. Fit ratings and findings are platform-reported and were not independently verified by the writer stage. The consensus index for this category is available at Dementia & Wandering Risk Management, and the broader directory is at medical alert systems.
Methodology Limitations
Platform-reported research dates differ from the authoritative run date of 2026-09-27. Anthropic's research date was 2024-12-19 and deepseek's was 2026-06-11; the remaining platforms reported 2026-09-27. Platform-reported dates are provenance metadata and do not independently prove freshness. Deepseek ran with search disabled, so its claims require explicit verification before being described as current facts. Company-owned citations materially outnumber independent citations in the supplied evidence, so company claims should not be described as independently verified. 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. Where sources conflicted on product naming, pricing, or capabilities, this review describes the conflict rather than resolving it. No personal testing, customer experience, medical benefit, or guaranteed performance is claimed.
See the broader Dementia and Wandering consensus index for comparisons across qualified options.
Sources
Company-Owned Sources
- Jiobit Device Financing Terms & Conditions: https://store.jiobit.com/
- Jiobit Battery Life - Life360 Support: https://support.life360.com/hc/en-us/articles/30582968229271-Jiobit-Battery-Life
- GPS Dementia Tracker for Alzheimer's | Taking Care: https://taking.care/products/dementia-tracker-watch
- Wandering Safety Technology | Theora Care: https://theoracare.com/wandering-safety-technology/
- Cat GPS Tracker - Jiobit (Cancellation and Pausing: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQEz9EImMCSBj7PpHt0zcTOlcF2m2zojMTfkMWWOwwpqY2JFG99A347GoBrJZPSHabY7BEAWRa2JSE4-o5wbnVG3lVE_Hc2whTQRiFKlMwetwQ==
- Explore Jiobit App Features | Jiobit by Life360: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQFXB1Px8aEd6vUwdG6MR4lq-Ab9GBWhKrFXTTZVnO19XDyxgllSAxa3djO-MqJM_T4aQ7Yf5ZTJ8Eb7pq3mFCtaV5m4kj1h8FeVHk69zQIff0GxOb0QgfSplCIXi7M=
- Mini Personal GPS Tracker for Personal Safety - Jiobit: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHG3FKDwoXOlV3q67c-pCmb8VwGsSxvmucgETBOVTcLiT2l9HraD8UXYfW3XFEZ14OyAwvmC9LZ6XRGR6UZCJy8hXinW9RqTjt7BBM5u4jAW6OkG7_09SYcUQ3DfQ==
- Jiobit official website: https://www.jiobit.com
- Care Teams: https://www.jiobit.com/features/care-teams
- Trusted Places: https://www.jiobit.com/features/places
- Mini Personal GPS Tracker for Personal Safety - Jiobit: https://www.jiobit.com/personal-safety
- Jiobit Press Kit: https://www.jiobit.com/press-kit
- Jiobit Product and Subscription Pricing: https://www.jiobit.com/product-jiobit-care
- Jiobit Smart Tag | Buy Jiobit GPS Tracker: https://www.jiobit.com/product?c_correlation_id=108211aa875343cab852011494f4f897&c_tenant_id=src_1kYsAcdpfzbZ8UlNLYht1RPg3m2
- GPS Tracker for Elderly: Dementia, Alzheimer's - Jiobit: https://www.jiobit.com/seniors
- Wander Alert with 4 BLE Beacons: https://www.zembro.com/products/wander-alert
Additional AI research evidence31 records
- AI research evidence record google:1.1.4
- AI research evidence record openai:c5
- AI research evidence record perplexity:c2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c7
- AI research evidence record deepseek:c2
- AI research evidence record google:1.1.4
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c5
- AI research evidence record openai:c1
- AI research evidence record google:1.1.6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c4
- AI research evidence record perplexity:c6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c6
- AI research evidence record google:2.1.2
- AI research evidence record google:2.2.5
- AI research evidence record openai:c1
- AI research evidence record perplexity:c5
- AI research evidence record openai:c1
- AI research evidence record deepseek:c3
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.6
- AI research evidence record openai:c1
- AI research evidence record google:2.1.2
- AI research evidence record openai:c1
Independent Sources
- AngelSense GPS Tracker Review: Eye Opening Verdict 2026: https://elderlivinghub.com/reviews/angelsense-gps-tracker-review/
- Jiobit GPS Tracker Review: Honest Pros, Cons & Verdict 2026: https://elderlivinghub.com/reviews/jiobit-gps-tracker-review/
- GPS Watch vs Medical Alert Device for Dementia Wandering: https://helpdementia.com/gps-watch-vs-medical-alert-device-for-dementia-wandering/
- What's the Best Wandering Alert Device for Alzheimer's Care?: https://helpdementia.com/whats-the-best-wandering-alert-device-for-alzheimers-care/
- Jiobit Gen 3 Review: Worth the Subscription in 2026? - Hot Air Tag: https://hotairtag.com/jiobit-reviews/
- Jiobit vs Whistle: Discontinued, What to Buy (2026) - HotAirTag: https://hotairtag.com/jiobit-vs-whistle/
- AngelSense Review: $39.99/Month GPS Tracker: https://neurolaunch.com/angelsense-review/
- Jiobit Review (2026): The Tiny Tracker & Its Fine Print: https://theirsafety.com/jiobit-review/
- Jiobit Gen 3 Review: Worth the Subscription in 2026? - HotAirTag: https://vertexaisearch.cloud.google.com/grounding-api-redirect/AUZIYQHmHW_cBcctfndVRmZyKUFGyPvP7D6VvfEbLlPqgfG2MYJqbTzRUaGlLYMHGWop8MMj-tiRf5QrJqCNoSyQj54P_Dy-cZroE2ONMTgTML5uG2MAOIXZY_j-CANr
- Technological Options for Wandering Concerns: https://www.alzheimersla.org/wp-content/uploads/2025/07/Alzheimers-Los-Angeles-Resource-Directory-updated-07-17-2025.pdf
- Jiobit Gen 3 - GPS Tracker for Kids, Adults, Elderly: https://www.amazon.com/Jiobit-Gen-Lightweight-Resistant-Longest-Lasting/dp/B0C46YNSDP
- ConsumerAffairs medical alert systems reviews: https://www.consumeraffairs.com/medical-alert/
- Jiobit Smart Tag Review - PCMag: https://www.pcmag.com/reviews/jiobit
- Review: Jiobit's Location Monitor Tracks Your Kids and Pets: https://www.wired.com/review/review-jiobit-location-monitor/
Additional AI research evidence31 records
- AI research evidence record google:1.1.4
- AI research evidence record openai:c5
- AI research evidence record perplexity:c2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c7
- AI research evidence record deepseek:c2
- AI research evidence record google:1.1.4
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c5
- AI research evidence record openai:c1
- AI research evidence record google:1.1.6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c4
- AI research evidence record perplexity:c6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c6
- AI research evidence record google:2.1.2
- AI research evidence record google:2.2.5
- AI research evidence record openai:c1
- AI research evidence record perplexity:c5
- AI research evidence record openai:c1
- AI research evidence record deepseek:c3
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.6
- AI research evidence record openai:c1
- AI research evidence record google:2.1.2
- AI research evidence record openai:c1
Other Sources
- Jiobit Smart Tag - Apps on Google Play: https://play.google.com/store/apps/details?id=com.jiobit.app&hl=en_US
Additional AI research evidence31 records
- AI research evidence record google:1.1.4
- AI research evidence record openai:c5
- AI research evidence record perplexity:c2
- AI research evidence record openai:c1
- AI research evidence record perplexity:c7
- AI research evidence record deepseek:c2
- AI research evidence record google:1.1.4
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record perplexity:c4
- AI research evidence record perplexity:c5
- AI research evidence record openai:c1
- AI research evidence record google:1.1.6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c4
- AI research evidence record perplexity:c6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c6
- AI research evidence record google:2.1.2
- AI research evidence record google:2.2.5
- AI research evidence record openai:c1
- AI research evidence record perplexity:c5
- AI research evidence record openai:c1
- AI research evidence record deepseek:c3
- AI research evidence record deepseek:c1
- AI research evidence record google:1.1.6
- AI research evidence record openai:c1
- AI research evidence record google:2.1.2
- AI research evidence record openai:c1
Verify This Research
Review the study details behind this page or download the public machine-readable verification record.
- Study date
- September 27, 2026
- Platforms analyzed
- 7
- Source records
- 35
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #7
Research trail and source mix
Configured platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
15 independent · 19 company-owned · 1 unclear
Evidence support
29 direct · 6 partial
Important limitation
Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.
Source snapshot SHA-256 9df9bd4b40b504170c694ffb817c4841c217fbc72f21f567f7e98cd0710e6822
Archived editions
Browse earlier published research snapshots for this article. The latest edition remains at the current URL.
