Answer Capsule
AmeriGlide is a mixed fit for homeowners who want measurement, installation, maintenance, and service handled by an experienced local dealer or certified installer. Two of seven AI platforms (OpenAI and DeepSeek) named AmeriGlide during the ranking stage, with an average listed rank of 7.0. The strongest reason to consider AmeriGlide is its nationwide professional installation offering through authorized contractors and certified distributors, combined with lower upfront equipment pricing than traditional dealer-led brands. The main limitation is inconsistent execution: independent reviews document installation delays, installer accountability gaps, unclear technician certification standards, and warranty coverage disputes. Buyers should verify the specific local installer's credentials, written labor coverage, and response-time commitments before purchasing.
Research Snapshot
| Metric | Value |
|---|---|
| Platform mentions in ranking stage | 2 of 7 (OpenAI, DeepSeek) |
| Share of included platform responses | 28.6% (2 of 7) |
| Average listed rank | 7.0 |
| Best listed rank | 7 |
| Relevant product/model/plan | AmeriGlide straight or curved stairlift (Rave 2, Horizon Plus, Infinity) with professional measurement and installation |
| Overall use-case fit | Mixed (5 platforms) / Uncertain (2 platforms) |
| Research date | 2026-08-13 |
Why AmeriGlide Qualified for This Study
AmeriGlide qualified because it operates a nationwide installation network and offers professional measurement and installation services for both straight and curved stairlifts. The company describes itself as having a network of Authorized Contractors and Certified Distributors across U.S. states to perform on-site visits and installations [1]. It also advertises professional installation coverage across the United States [3]. Two platforms—OpenAI and DeepSeek—named AmeriGlide during the ranking stage for the Dealer Network & Installation Quality use case, placing it at rank 7 in both instances.
The Product, Model, Plan, or Service Most Relevant to Dealer Network & Installation Quality
The most relevant offering is an AmeriGlide straight or curved stairlift purchased with AmeriGlide professional measurement and installation services. Platforms identified the following models as relevant:
- Rave 2 (straight stairlift, listed at $2,249 plus shipping) [4]
- Horizon Plus (straight stairlift) [5]
- Infinity (curved stairlift, listed at $7,599 plus shipping with installation included) [6]
- Rave Curved HD (curved, professional installation included, starting around $6,793) [7]
Two platforms referenced "The Ray" and "Thor" models, but these could not be independently verified on AmeriGlide's current official site [8]. Google explicitly noted that "The Ray" and "Thor" do not appear in AmeriGlide's active product catalog; the actual primary models are the Rave series and Horizon series [10].
What the AI Platforms Agreed About
Nationwide Installation Availability (Strong Agreement)
Five of seven platforms acknowledged AmeriGlide's nationwide installation offering. AmeriGlide states it offers professional stairlift installation across the United States and has built a nationwide installer network [11]. The company maintains a network of Authorized Contractors and Certified Distributors across many U.S. states [12]. Grok noted installation is available across all 50 states through a dealer and technician network, with authorized contractors listed by state [14]. Anthropic confirmed nationwide installation availability with established dealer and distributor partnerships [15].
Installation Is Optional for Straight Lifts (Strong Agreement)
Multiple platforms noted that straight stairlifts can be self-installed or professionally installed. AmeriGlide's business model is built around direct-to-consumer sales and DIY-friendly equipment designed to bypass traditional local dealer markups [18]. The company actively avoids providing free in-home sales consultations to keep equipment prices low, encouraging buyers to measure their own staircases using online guides or pay an upfront fee for professional measurement [20]. Curved stairlifts, by contrast, require trained installation and generally include installation costs [11].
Installer Certification Is Not Transparent (Strong Agreement)
Six of seven platforms flagged unclear technician certification standards. AmeriGlide uses terminology like "qualified technicians" and "trained and licensed installers" but does not publicly document specific certification requirements, training programs, or installer credentials [15]. No third-party verification of installer qualifications was found [15]. DeepSeek noted installer certification is not clearly documented, with no explicit national certification standard public [23]. Kimi found no evidence of specific technician certification requirements such as NAEC-certified Accessibility Technician status [24].
Mixed Customer Service and Installation Execution (Strong Agreement)
Independent reviews show polarized experiences. Positive reviews highlight responsive sales representatives and on-time, quality installation with thorough equipment demonstration [25]. Negative reviews document installation delays, no-callback issues, and installer non-responsiveness [27]. One customer reported their stairlift sat in a hallway for over a week with no installer callback despite multiple calls and prepaid installation [27]. Another reported waiting three weeks for delivery before self-installing [28]. BBB records show a low review average and multiple complaints involving service, repair, delivery, and customer-response problems [29].
Where the AI Platforms Disagreed or Were Uncertain
Fit Rating: Mixed vs. Uncertain
Five platforms (OpenAI, Anthropic, DeepSeek, Grok, Google) rated AmeriGlide a "mixed" fit. Two platforms (Perplexity, Kimi) rated it "uncertain," citing insufficient verifiable evidence about dealer network breadth, installer certification, service responsiveness, and warranty handling [31].
Installation Pricing Conflicts
Platforms reported conflicting installation pricing from AmeriGlide's own pages:
| Pricing Statement | Source |
|---|---|
| Professional straight-lift installation as low as $199 | [33] |
| Professional installation at $550 in most cases | [33] |
| Installation-only service at $575 | [35] |
| Full-service in-home measurement and installation at $725 | [36] |
| Measurement-only service at $575 | [36] |
Anthropic noted the company claims installation "as low as $199" but full-service professional measurement and installation is $725, making total cost expectations unclear at point of sale [34].
Warranty Coverage Conflicts
AmeriGlide's FAQ states new stairlifts have two-year parts and drivetrain coverage but gives conflicting battery coverage information, listing both 30 days and one year in different FAQ text [33]. Anthropic reported a 10-Year Drive Train Warranty and 5-Year Parts Warranty advertised on stairlifts [38]. Google reported the Rave 2 includes a 1-year labor warranty, 3-year parts warranty, and 5-year warranty on the motor and gearbox [39]. BBB records state AmeriGlide does not provide a labor warranty and that diagnostic costs may be charged before a parts defect is confirmed [40].
Installer Employment Model
Platforms disagreed on whether AmeriGlide directly employs installers or uses independent contractors. The official pages reviewed do not clearly identify whether AmeriGlide directly employs installers or primarily uses independent contractors [36]. One customer reported AmeriGlide referred an independent contractor for installation, the work was faulty, and AmeriGlide claimed no responsibility for the contractor's work, charging a $400 additional fee for new installation [41]. Google noted reliance on independent third-party contractors means regional customer service, communication, and response times can be highly variable [42].
Use-Case-Specific Features and Capabilities
Dealer Network Coverage
AmeriGlide maintains a network of Authorized Contractors and Certified Distributors across many U.S. states [43]. The company describes a professional installer network and trained installers for curved systems [45]. However, specific coverage details and dealer density vary by region, with searches revealing only select city-specific dealer listings (Justice IL, Tulsa OK, Raleigh NC), suggesting the network appears fragmented rather than comprehensive [46].
In-Home Assessment Quality
AmeriGlide offers two service tiers: full-service in-home measurement and installation at $725, or measurement-only service at $575 [48]. The company states it will ensure the installation area meets state codes and regulations prior to installation [49]. However, in-home assessment is optional rather than inherent to every purchase, and the company actively avoids free in-home consultations to keep prices low [51]. DeepSeek noted the quality of in-home assessments varies by dealer, with some reviews reporting thorough measurements and others mentioning minimal evaluations [52].
Installation Timeline
Company documentation claims installations can be completed in a couple of hours for straight lifts [53]. Quick-ship items are stated to ship within three business days, but no standard installation appointment timeline is published [48]. Independent customer reviews from 2026 document significant delays: one customer reported their stairlift sat in a hallway for over a week with no installer callback despite multiple calls and prepaid installation [54]. Another reported waiting three weeks for delivery [55].
Technician Certification
AmeriGlide describes a professional installer network and trained installers for curved systems, but the reviewed public pages do not specify a uniform certification standard, licensing requirement, background-check policy, or installer-level performance monitoring [48]. The company is seeking Installation Specialists to install mobility and accessibility products in customers' homes [56]. No evidence was found regarding NAEC certification, manufacturer-specific training, or state-level contractor licensing requirements [57].
Maintenance and Service Availability
AmeriGlide provides a service phone line (1-800-790-1635) and refers customers to "trained technicians" in their area for maintenance [58]. However, warranty materials indicate that installation labor and service calls may be excluded [59]. BBB complaint records include reports of delayed responses, installer non-responsiveness, and paid diagnostic or service visits [60]. One customer reported a 3-year dispute where a chairlift never worked, with additional $350 paid for a technician service call and no resolution or refund [61].
Warranty Handling
AmeriGlide advertises a 10-Year Drive Train Warranty and 5-Year Parts Warranty on stairlifts [62]. However, customer disputes reveal warranty scope issues: one customer reported being charged additional fees ($350+) for service technician visits beyond standard warranty coverage, and disputes arose over whether referred independent installers' work was covered under warranty [61]. The Horizon Stair Lift Warranty Certificate indicates parts coverage with exclusion or limitation of installation labor and service-call costs [59].
Customer Support Responsiveness
AmeriGlide lists weekday customer-service and technical-support phone lines [60]. Reviews show mixed experiences: positive reviews (March-June 2026) highlight friendly, responsive sales representatives [64], while negative reviews (February 2026) report difficulty reaching customer service and installation scheduling staff [54]. BBB rating is B- with 10-11 complaints per year, mostly resolved [65].
Pricing, Fees, Contracts, and Ongoing Costs
Known Equipment Costs
| Model | Price | Source |
|---|---|---|
| Rave 2 (straight) | $2,249 plus shipping | [66] |
| Infinity (curved) | $7,599 plus shipping, installation included | [67] |
| Rave Curved HD | Starts around $6,793, installation included | [68] |
| Straight stairlifts (range) | $1,999-$6,895 | [69] |
| Curved stairlifts (range) | $8,000-$12,000+ | [69] |
| Outdoor models | $2,999-$3,995 | [69] |
Known Installation Costs
| Service | Price | Source |
|---|---|---|
| Professional straight-lift installation (as low as) | $199 | [70] |
| Professional installation (most cases) | $550 | [70] |
| Installation-only service | $575 | [72] |
| Full-service measurement and installation | $725 | [73] |
| Measurement-only service | $575 | [73] |
| Contractor installation (third-party estimate) | $500-$600 | [75] |
Additional Fees
- Installation on steel, concrete, or tile surfaces costs more than standard surfaces [73]
- Service technician calls beyond warranty may incur $350+ charges [76]
- Additional installation fees ($400+) may apply if remedial work is required due to initial installer error [77]
- Shipping and handling charges depending on product and location [68]
- Local permit or state-level inspection fees if required by regional building codes [68]
- Potential travel fees for rural locations [78]
Contract and Cancellation Terms
- A uniform installation contract, cancellation policy, and installer reassignment policy were not verified in the reviewed sources [73]
- BBB records include a company response stating that a special-order product was not eligible for return after processing [79]
- Price match guarantee: if a lower price is found within 10 days of purchase, AmeriGlide refunds 110% of the price difference [69]
- Financing available through partner Bread for customers 62+ who own their home [69]
- Select stairlift models are eligible for a manufacturer buy-back program [68]
Best Suited For
AmeriGlide is best suited for:
- Budget-conscious buyers who want professional installation but are comfortable managing the transaction and communication online or by phone [80]
- Straight-stairlift buyers willing to confirm the local installer's qualifications and service obligations in writing [81]
- Curved-stairlift buyers who want installation bundled with a custom system, since curved installation is mandatory and included in the base price [81]
- Homeowners in regions with established local AmeriGlide distributors who can verify installer availability and credentials before purchasing [83]
- Buyers who want the fallback option of professional setup if self-measurement or self-installation proves too difficult [80]
Probably Not Best Suited For
AmeriGlide is probably not best suited for:
- Buyers requiring a clearly documented, manufacturer-backed labor warranty [84]
- Buyers who want a single local dealer responsible for assessment, installation, maintenance, and warranty handling [84]
- Buyers unwilling to manage installer-specific service arrangements after purchase [84]
- Homeowners prioritizing guaranteed installation appointment adherence and minimal scheduling friction [86]
- Buyers in areas with sparse AmeriGlide dealer coverage seeking reliable local technician availability [87]
- Those seeking a premium white-glove installation experience with high service responsiveness [88]
- Buyers prioritizing independent third-party certifications for installers [88]
- Homeowners who expect complimentary professional measurements, as AmeriGlide charges an extra fee for upfront professional measuring services on straight models [90]
When Another Option May Be Better
Consider another option when:
- Service continuity matters more than lowest price: Choose a manufacturer with a clearly documented local-authorized-dealer model and manufacturer-backed labor coverage [91]
- A guaranteed installation timeline is critical: Choose a provider with documented appointment accountability [92]
- Verified third-party installer certifications are required: Choose a brand with published certification standards [92]
- A fully hands-off experience is desired: Choose a provider offering free, no-obligation professional in-home measurement and layout assessment [94]
- A local physical showroom with factory-trained service technicians is preferred: Consider Bruno or Stannah dealer networks [94]
- Quick scheduling and responsive national service are critical (e.g., after an injury): Consider Stannah or Bruno [95]
- Complex curved staircase requires specialized measurement expertise: Consider manufacturers with proven track records and NAEC-certified technicians [93]
Questions to Verify Before Buying
- Who exactly will perform the measurement and installation at your address, and is that party authorized or trained by AmeriGlide? [96]
- Will the same installer handle warranty diagnostics, repairs, battery replacement, and preventive maintenance? [96]
- What are the written labor, workmanship, travel, diagnostic, and after-hours charges? [96]
- What is the guaranteed installation date after payment and delivery? [96]
- What happens if the assigned installer is unavailable, unresponsive, or performs defective work? [96]
- Can the installer provide recent local references and proof of relevant stairlift training or certification? [96]
- Is in-home measurement mandatory for the selected model, and who is liable if the measurement is wrong? [96]
- What parts, batteries, labor, shipping, and service calls are covered under the exact model's warranty? [96]
- What are the cancellation, return, restocking, and special-order terms before the order is processed? [96]
- Does the quoted price include all travel, difficult-staircase, electrical, removal, and follow-up-adjustment charges? [96]
- Are there active, authorized AmeriGlide contractors available to service your specific ZIP code? [97]
- Will the local contractor carry the necessary state contractor and elevator mechanic licensing required by your local municipality? [97]
- If you experience a mechanical issue under warranty, will the local installer return to fix it, or must you coordinate parts shipping directly through AmeriGlide corporate first? [97]
Final AI Consensus Verdict
AmeriGlide is a mixed, not strong, fit for homeowners who specifically want dealer-led measurement, installation, maintenance, and service. The company offers broad U.S. installation availability through authorized contractors and certified distributors, and its curved stairlifts include professional installation in the base price. However, the buyer should treat dealer and post-installation service quality as location-dependent and verify the assigned installer.
The strongest concern is execution consistency. Independent evidence documents installation delays, installer non-responsiveness, warranty coverage disputes, and cases where AmeriGlide disclaimed responsibility for independent contractor work [98]. The company's claims of "trained and licensed installers" lack public verification of specific certification standards [101]. Official pricing and warranty information is internally inconsistent, with installation costs ranging from $199 to $725 depending on the page consulted [103].
AmeriGlide is most suitable when the local contractor accepts clear written responsibility for assessment, workmanship, warranty coordination, and ongoing service. For buyers who require high-confidence appointment adherence, documented installer qualifications, and strong service accountability, this option carries elevated risk and warrants comparison with competitors offering more transparent installer certification and stronger installation service guarantees.
For a broader comparison of how AmeriGlide stacks up against other stairlift providers on dealer network and installation quality, see the Dealer Network & Installation Quality consensus index.
How This Review Was Produced
This review was produced by aggregating fit-research responses from seven AI platforms (OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google) that evaluated AmeriGlide against the Dealer Network & Installation Quality use case. Each platform assessed seven criteria: dealer network coverage, in-home assessment quality, installation timeline, technician certification, maintenance availability, warranty handling, and customer support responsiveness. Platform responses were compiled on 2026-08-13, with one platform (DeepSeek) reporting an earlier research date of 2026-04-10.
The entity ranking statistics show that 2 of 7 platforms named AmeriGlide during the ranking stage, with an average listed rank of 7.0 and a best rank of 7. The fit ratings were mixed across platforms: five rated AmeriGlide "mixed" and two rated it "uncertain."
Methodology Limitations
- Platform-reported dates differ: DeepSeek reported a research date of 2026-04-10, while the authoritative run date is 2026-08-13. Platform-reported dates are provenance metadata and do not independently prove freshness.
- Company-owned citations outnumber independent citations: Of the 37 deduplicated citations, 20 are company-owned and 17 are independent. Company claims should not be treated as independently verified.
- Supplied URLs were not independently validated by the writer stage; they were collected from platform responses.
- BBB complaint data is self-selected and cannot by itself determine overall installation quality [106].
- Conflicting product names: "The Ray" and "Thor" models referenced by some platforms could not be verified on AmeriGlide's current official site [107].
- Pricing conflicts were not resolved by guessing: Installation pricing ranges from $199 to $725 depending on the official page consulted; buyers should verify the exact quote for their configuration.
- No personal testing or customer experience was conducted for this review; all findings are based on supplied platform research and cited sources.
Sources
Company-Owned Sources
- EV Charging Station Companies Partner With Us: https://qmerit.com/assessment/installation-partner-to-ev-charging-station-companies/
- AmeriGlide Coverage Area - Tulsa Location: https://www.ameriglide-tulsa-ok.com/ameriglide-coverage-area.htm
- AmeriGlide Homepage: https://www.ameriglide.com/
- How Much Does a Stair Lift Cost? What About Installation? - AmeriGlide: https://www.ameriglide.com/articles/how-much-does-a-stair-lift-cost.htm
- Authorized AmeriGlide Contractors by State: https://www.ameriglide.com/Authorized-Contractors.htm
- Installation Specialist Job Posting: https://www.ameriglide.com/careers/installation-specialist.htm
- Certified AmeriGlide Distributor: https://www.ameriglide.com/certified-ameriglide-distributor/
- Certified AmeriGlide Distributor: https://www.ameriglide.com/distributor-signup.htm
- Stair Lift FAQs | AmeriGlide: https://www.ameriglide.com/faqs.html
- How Much Does a Stair Lift Cost? What About Installation?: https://www.ameriglide.com/how-much-does-a-stair-lift-cost/
- Stair Lift Installation and Measurement Services: https://www.ameriglide.com/installationServices.htm
- AmeriGlide - Infinity Curved Stair Lift: https://www.ameriglide.com/item/AmeriGlide---Infinity-Curved-Stair-Lift.html
- AmeriGlide - Rave 2: https://www.ameriglide.com/item/AmeriGlide---Rave-2.html
- Join the AmeriGlide Team - Dealers, Distributors, Contractors & Affiliates: https://www.ameriglide.com/join/
- Horizon Stair Lift Warranty Certificate: https://www.ameriglide.com/resources/product/947/productDocument/1066.pdf
- AmeriGlide Service and Parts: https://www.ameriglide.com/Service.htm
- Stair Lift FAQs - AmeriGlide: https://www.ameriglide.com/stair-lift-faqs.htm
- AmeriGlide Official Website - Stair Lift Installation: https://www.ameriglide.com/stairlift-installation
- Stairlift Installation and Measurement Services - AmeriGlide: https://www.ameriglide.com/Stairlift-Installation.htm
- Do It Yourself Stairlift Installation - AmeriGlide of Pennsylvania: https://www.ameriglidepa.com/do-it-yourself-stairlift-installation.htm
Additional AI research evidence108 records
- AI research evidence record google:c1
- AI research evidence record google:c2
- AI research evidence record openai:c1
- AI research evidence record openai:c8
- AI research evidence record anthropic:c1
- AI research evidence record openai:c3
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- AI research evidence record openai:c1
- AI research evidence record deepseek:c1
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- AI research evidence record anthropic:c1
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- AI research evidence record deepseek:c1
- AI research evidence record kimi:c1
- AI research evidence record anthropic:c13
- AI research evidence record anthropic:c14
- AI research evidence record anthropic:c5
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- AI research evidence record openai:c6
- AI research evidence record openai:c7
- AI research evidence record perplexity:c1
- AI research evidence record kimi:c1
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- AI research evidence record anthropic:c17
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- AI research evidence record deepseek:c2
- AI research evidence record anthropic:c1
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- AI research evidence record google:c3
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- AI research evidence record google:c3
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- AI research evidence record openai:c1
- AI research evidence record google:c1
Independent Sources
- Retailer Contractor vs Local Pro: Homeowner Decision Guide: https://installer.biz/should-you-use-a-retailer-s-contractor-service-or-a-local-pr
- AmeriGlide Stairlifts Review 2026 - Modernize: https://modernize.com/stair-lifts/best-brands/ameriglide
- EV Charging Station Installer: Find, Vet & Hire One (2026: https://motorwatt.com/ev-blog/howtos/ev-charging-station-installer
- AmeriGlide Stairlifts Prices Review: https://topchoicestairlifts.com/ameriglide-stair-lifts-for-homes-prices-reviews/
- AmeriGlide Stair Lifts - 4-Stair-Lifts.com Review: https://www.4-stair-lifts.com/ameriglide-stair-lifts/
- AmeriGlide | BBB Complaints: https://www.bbb.org/us/nc/raleigh/profile/stair-lift/ameriglide-0593-90323913/complaints
- AmeriGlide | BBB Reviews: https://www.bbb.org/us/nc/raleigh/profile/stair-lift/ameriglide-0593-90323913/customer-reviews
- AmeriGlide Reviews on ConsumerAffairs: https://www.consumeraffairs.com/home/ameriglide
- AmeriGlide Reviews: Written By Customers - Consumer Affairs: https://www.consumeraffairs.com/homeowners/ameriglide.html
- AmeriGlide Reviews - Consumer Affairs: https://www.consumeraffairs.com/homeowners/ameriglide.html?page=3
- Best Stairlift Brands 2026: Bruno vs Acorn vs Access BDD: https://www.mobility123.com/blog/best-stairlift-brands-comparison-guide/
- AmeriGlide Stair Lift Reviews with Costs: https://www.retirementliving.com/reviews/ameriglide-stair-lifts
- Ameriglide Reviews, Complaints, Customer Service: https://www.revdex.com/reviews/ameriglide-inc/1932017
- AmeriGlide Stair Lift Reviews: Cost, Models, and Warranties: https://www.seniorliving.org/home/safety/stairlifts/ameriglide/
- AmeriGlide stairlifts review - TechRadar: https://www.techradar.com/reviews/ameriglide-stairlifts
- AmeriGlide Reviews - Trustpilot: https://www.trustpilot.com/review/www.ameriglide.com
- AmeriGlide Reviews - Trustpilot Page 3: https://www.trustpilot.com/review/www.ameriglide.com?page=3
Additional AI research evidence108 records
- AI research evidence record google:c1
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- AI research evidence record openai:c1
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- AI research evidence record google:c4
- AI research evidence record anthropic:c1
- AI research evidence record openai:c2
- AI research evidence record anthropic:c17
- AI research evidence record google:c3
- AI research evidence record openai:c1
- AI research evidence record anthropic:c4
- AI research evidence record anthropic:c16
- AI research evidence record anthropic:c11
- AI research evidence record anthropic:c15
- AI research evidence record deepseek:c1
- AI research evidence record openai:c6
- AI research evidence record google:c1
- AI research evidence record openai:c1
- AI research evidence record google:c4
- AI research evidence record anthropic:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c5
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c1
- AI research evidence record deepseek:c1
- AI research evidence record kimi:c1
- AI research evidence record google:c5
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record kimi:c1
- AI research evidence record google:c1
- AI research evidence record deepseek:c1
- AI research evidence record openai:c1
- AI research evidence record google:c1
- AI research evidence record anthropic:c5
- AI research evidence record anthropic:c15
- AI research evidence record openai:c6
- AI research evidence record anthropic:c1
- AI research evidence record kimi:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record google:c3
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record google:c1
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Review the study details behind this page or download the public machine-readable verification record.
- Study date
- Aug 13, 2026
- Platforms analyzed
- 7
- Source records
- 37
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #8
Research trail and source mix
Platforms
openai, anthropic, deepseek, grok, perplexity, kimi, google
Source mix
17 independent · 20 company-owned
Evidence support
28 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 309a0e6394d2f66181defdbb24efe00fea51263f05eedc0e83c918e4e97ea254
