Answer Capsule
Kohler Walk-In Bath is a mixed fit for Budget-Friendly Walk-In Tubs. Five of seven platforms named it during the ranking stage, and all seven rated its fit as mixed except Kimi, which rated it weak. The strongest reason to consider it is the combination of a 3-inch step-in threshold, standard safety features, dealer-managed installation, and a conditional lifetime limited warranty. The main limitation is that Kohler does not publish a fixed base price, and independent installed-project estimates range from roughly $5,500 to $33,000 or more, which places it mid-to-high in affordability rather than at the budget tier.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 5 of 7 platforms (anthropic, deepseek, grok, kimi, perplexity) |
| Share of included platform responses | 71.4% |
| Average listed rank | 4.0 |
| Best listed rank | 1 (grok) |
| Relevant product/model/plan | Kohler Belay Walk-In Bath, basic/standard soaking configuration with 3-inch step-in; entry-level soaker models |
| Overall use-case fit | Mixed |
| Research date | 2026-09-27 |
Why Kohler Walk-In Bath Qualified for This Study
Questions This Section Answers
- Is Kohler Walk-In Bath a good choice for budget-friendly walk-in tubs?
- How many AI platforms named Kohler Walk-In Bath in the ranking stage for affordable walk-in tubs?
Kohler Walk-In Bath qualified because it was named by five of the seven included platforms during ranking discovery, giving it a 71.4% platform share and an average listed rank of 4.0. Its best placement was first, from Grok. The platforms that named it were anthropic, deepseek, grok, kimi, and perplexity. The two platforms that did not name it during ranking were openai and google, though both still evaluated its fit.
The entity cleared the study's minimum-mention threshold of two. Its qualification rests on a single canonical brand name, Kohler Walk-In Bath, with company-name variants collapsed before qualification. Official-site retrieval failed for one or more mentions and that the matching reported domain was retained for downstream research but remains unverified. Buyers should confirm that any quoting dealer is an authorized Kohler dealer.
The Product, Model, Plan, or Service Most Relevant to Budget-Friendly Walk-In Tubs
Questions This Section Answers
- Which Kohler Walk-In Bath model should a budget buyer choose to keep installed costs down?
- Does Kohler Walk-In Bath offer a basic soaker model without hydrotherapy jets?
The most relevant configuration for this use case is the entry-level Kohler Walk-In Bath soaker model with the 3-inch step-in and essential safety features. Kohler describes a soaker tub as the most basic walk-in tub design with standard safety features but no water jets or air jets (anthropic:28-3). Kohler also states the Walk-In Bath is available in a traditional soaker model (anthropic:28-5), and separately offers BubbleMassage air jets and whirlpool jets for a therapeutic experience (anthropic:28-7).
OpenAI's research identifies the relevant product as the Kohler Belay Walk-In Bath configured as the basic/standard soaking model, and advises avoiding optional whirlpool, air-jet, heated-backrest, and shower upgrades when minimizing cost. Perplexity and Grok both point to entry-level or standard walk-in tub configurations rather than upgraded bundles. Kimi, however, reports uncertainty about whether Kohler offers any base soaker model without heated surfaces or hydrotherapy at a reduced price, noting that all described models include premium features in its sources. That conflict is unresolved in the supplied evidence and should be confirmed during quoting.
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree Kohler Walk-In Bath includes in its standard safety package?
- Do AI platforms agree that Kohler Walk-In Bath has a lifetime limited warranty?
Platforms broadly agreed on three points: standard safety features, dealer-managed installation, and a conditional lifetime limited warranty.
On safety, Kohler states the bath includes a 3-inch threshold, an extra-wide inward-opening door, interior and exterior handrails or grab bars, built-in seating, accessible controls, ADA-compliant faucets, and a handshower [1]. Independent review coverage describes the 3-inch step-in threshold as among the lowest available among walk-in bathtubs and notes two strategically placed grab bars plus slip-resistant textured flooring (anthropic:11-1, anthropic:11-2, anthropic:11-11). One independent source describes the step-in height as over 30% lower than most other walk-in bathtubs [2].
On installation, Kohler says its quoted price includes selected options, removal of the old tub or shower, and installation [3]. Kohler states installation may take as little as one day [4], and independent coverage reports most installations take one day with certified installers removing the existing tub (anthropic:22-3).
On warranty, the official warranty provides lifetime limited coverage for the original residential purchaser while owning the home, provided the Belay bath is installed by a Kohler Certified Installer [5]. Independent coverage describes the warranty as covering pumps, motors, jets, the bath door seal, and the hand shower (anthropic:22-2). Kohler disclaims removal, installation, labor, incidental, and consequential costs, and caps liability at the purchase price (anthropic:26-1, anthropic:26-6).
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- How much does Kohler Walk-In Bath cost installed, and why do AI platforms disagree on the range?
- Is Kohler Walk-In Bath actually affordable compared with other walk-in tub brands?
Pricing is the largest area of disagreement. Kohler does not publish a fixed product price and requires a personalized quote [6]. Kohler's own cost guide lists basic walk-in tubs at $2,000–$5,000 before installation, accessories at $1,000–$5,000 or more, installation at $2,500–$8,000 or more, and a combined illustrative range of $5,500–$33,000 or more [6]. Kohler's pricing page separately states a standard walk-in tub is generally under $10,000 before installation and installation averages $2,500 to $8,000 [8].
Independent estimates diverge further. One 2026 review reports an approximate Kohler installed-project range of $5,500–$33,000 or more [10]. Another cites a typical project range of $4,500 low end to $12,000+ for premium configurations, with mid-range projects often between $6,000 and $9,500 (anthropic:9-1, anthropic:9-2). Kimi reports base units at $9,000–$15,000 before installation and total installed costs of $14,000–$25,000, describing Kohler as a weak fit. Google reports turnkey projects typically $10,000–$25,000+. These ranges conflict and none is a guaranteed quote.
On affordability positioning, The Senior List places Kohler in the middle on affordability compared with other providers (anthropic:39-1). ConsumerAffairs identifies Kohler for professional installation and American Standard for affordability [11]. NCOA reports Safe Step has the lowest starting costs among tested brands, almost $900 less than the next least-expensive brand (anthropic:38-1), and describes Ella's Bubbles as an affordable option with the second-lowest starting cost (anthropic:40-1). Top10 states the Kohler Walk-In Bath is more expensive than some competitors' products (anthropic:8-6).
Other uncertainties: financing is advertised generally, but lender, APR, term, fees, and qualification criteria were not verified [12]. Kohler's homepage lists a $1,000 off offer plus no interest for 12 months, ending September 30, 2026, with participating dealers only and exclusions in AK, HI, and several New York counties (official:C1). One source cites "50% off installation" as a common offer (anthropic:20-1), while another mentions frequent promotions without confirming current discounts (anthropic:22-6). No verified public evidence established a specific standard drain time for the basic model.
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- Does Kohler Walk-In Bath include grab bars, a low step-in, and built-in seating as standard?
- Can Kohler Walk-In Bath fit an existing tub footprint without major bathroom renovation?
Kohler's standard safety package aligns directly with essential safety bathing needs. The bath includes a 3-inch threshold, extra-wide inward-opening door, interior and exterior handrails or grab bars, built-in seating, accessible controls, ADA-compliant faucets, and a handshower [14]. Independent coverage adds slip-resistant textured flooring and an easy-turn door handle (anthropic:11-11, anthropic:11-12).
On fit, Kohler states the bath can be customized from 52 to 60 inches long and 28 to 32 inches wide, allowing it to fit nearly any space (anthropic:29-5). Kohler states the bath has a tub depth of 31 ½ inches and is designed for a standard 50-gallon water heater, though age and condition may affect performance (anthropic:29-16). Kohler does not offer a bariatric walk-in bath model, but states the standard walk-in bath is designed to accommodate 95% of people ranging from 5'0" to 6'2" (anthropic:15-9). Independent coverage notes Kohler's baths lack wheelchair access (anthropic:21-17).
Customization options include tub color, fixture finish, an optional bath wall, three showerhead styles, and two showerhead lengths (anthropic:21-23, anthropic:21-25). One independent review describes Kohler as offering the best customization options among major walk-in tub manufacturers (anthropic:42-6). Kohler does not include ozone cleaning systems that some competitors offer (anthropic:32-4).
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does Kohler Walk-In Bath cost, and what does the quoted price include?
- What financing terms and cancellation policies apply to a Kohler Walk-In Bath purchase?
Kohler does not publish a fixed base price. Its quote includes selected options, old-tub or shower removal, and installation [15]. Kohler's general guide gives these category estimates: basic walk-in tub $2,000–$5,000 before installation; installation $2,500–$8,000 or more; accessories $1,000–$5,000 or more; combined illustrative range $5,500–$33,000 or more [15]. Independent sources cite entry-level soaker tubs at $2,000–$3,000 tub only (anthropic:3-1), and installed totals commonly $6,000–$18,000+ (grok:0).
Additional costs may include site-specific plumbing or electrical upgrades, and potential water-heater replacement; Kohler states walk-in baths may require a 50-plus-gallon tank and estimates such work could cost up to $3,000 [15]. Jetted or electric features require additional upkeep and possible periodic plumber or electrician service [15].
Financing is advertised but not fully specified. Kohler's homepage lists no interest for 12 months with participating dealers, with all interest waived if the purchase amount is paid before the promotional period expires and no minimum monthly payment required during that period (official:C1). One independent source references 0% interest for a year (anthropic:27-17), and another references GreenSky financing with terms based on credit (grok:0). Lender, APR, term, origination fees, and prepayment terms were not verified.
Contract and cancellation terms are not standardized in public materials. The public materials reviewed do not establish a standard nationwide cancellation, refund, or rescission policy [15]. Warranty eligibility depends on installation by a Kohler Certified Installer and proof of purchase [16]. One source reports quotes valid for a specified period, such as 90 days to one year (grok:0), and Google reports a Price Promise locking turnkey pricing for up to one year [17].
Best Suited For
Questions This Section Answers
- Who is Kohler Walk-In Bath best suited for among budget-conscious walk-in tub buyers?
- Is Kohler Walk-In Bath worth it for a buyer who wants professional installation and a lifetime warranty?
Kohler Walk-In Bath is best suited for homeowners who need a low 3-inch threshold, built-in seating, grab bars, a wide entry, and professional installation, and who prefer an installed, one-price quotation rather than sourcing a tub and contractor separately [18]. It also fits buyers willing to pay a premium for a major-brand product and a conditional lifetime limited warranty [19].
It suits buyers who value bundled pricing that includes demolition, removal, and installation, which reduces hidden-cost risk compared with coordinating separate vendors (anthropic:19-11, anthropic:39-12). It also fits buyers who can use promotional financing to manage upfront cost (official:C1, anthropic:22-5). Buyers whose bathroom footprint can accommodate standard walk-in tub dimensions without major plumbing changes are better positioned (anthropic:29-5).
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose Kohler Walk-In Bath for budget-friendly walk-in tubs?
- Is Kohler Walk-In Bath a poor choice for a buyer with a hard budget under $5,500?
Kohler Walk-In Bath is probably not best for buyers with a hard all-in budget below the typical installed cost of professionally sold walk-in tubs [20]. Buyers comfortable purchasing a basic tub separately and hiring a local contractor to reduce dealer and sales overhead may find better value elsewhere (anthropic:37-20). Buyers who need wheelchair-level transfer access, a verified rapid drain time, or transparent published model pricing are also poorly matched [20].
Kimi rates Kohler a weak fit for this use case, citing installed costs of $14,000–$25,000, no self-installation option, and dealer-driven pricing opacity. Buyers who need bariatric or wheelchair-accessible models should look elsewhere, since Kohler offers only standard designs (anthropic:15-9, anthropic:38-5). Buyers seeking ozone cleaning systems will not find them on Kohler tubs (anthropic:32-4).
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to Kohler Walk-In Bath for a buyer who needs the lowest installed cost?
- When should a budget buyer choose Ella's Bubbles or Safe Step instead of Kohler Walk-In Bath?
Another option may be better when an independent written quote shows materially lower installed cost while retaining the required threshold, seating, grab bars, door, and warranty coverage [21]. ConsumerAffairs categorizes American Standard as its affordability pick [22]. NCOA reports Safe Step has the lowest starting costs among tested brands (anthropic:38-1), and Ella's Bubbles has the second-lowest starting cost with 20+ model options including wheelchair-accessible and bariatric tubs (anthropic:40-1, anthropic:38-5).
Buyers who want to select their own installer may prefer Ella's Bubbles, which does not mandate manufacturer installation and is available through national retailers (anthropic:37-18, anthropic:37-20). Buyers outside Kohler's authorized-dealer service area may need a different brand, since Kohler uses a dealer network and does not sell through home-improvement stores (anthropic:16-17, anthropic:16-18). An accessible walk-in shower may be a better fit when the buyer mainly needs easy entry and does not require soaking, though that requires a separate project comparison.
Questions to Verify Before Buying
Questions This Section Answers
- What should a buyer confirm with Kohler Walk-In Bath before signing a contract?
- Which Kohler Walk-In Bath warranty exclusions and financing terms should a budget buyer verify in writing?
Before signing, confirm the exact model number and what is included in the lowest-cost soaking configuration [23]. Request the complete installed price including demolition, disposal, plumbing, electrical work, permits, wall repair, water-heater changes, taxes, and accessories, and confirm whether the quoted price is fixed and for how long [23].
Verify that the dealer is a Kohler Certified Installer and that this status is written into the contract, since warranty eligibility depends on it [24]. Ask for financing lender, APR, term, origination or administrative fees, deferred-interest conditions, minimum down payment, and prepayment terms [25]. Confirm cancellation, refund, and cooling-off terms before installation begins [23].
Ask whether the lifetime limited warranty covers the door seal, faucet, jets, pump, controls, seat, finish, labor, service calls, and water damage separately, and who pays labor, removal, shipping, diagnostic, and installation costs for a warranty claim [24]. Confirm whether a 50-gallon or larger water heater is required and whether any upgrade is included (anthropic:29-16). Obtain at least two competing itemized installed quotes using the same safety-feature specification [23].
Final AI Consensus Verdict
Kohler Walk-In Bath is a mixed fit for budget-friendly walk-in tubs. Five of seven platforms named it during ranking, and six of seven rated its fit as mixed, with Kimi rating it weak. The consensus is that Kohler offers unusually strong standard safety features, dealer-managed installation, and a conditional lifetime limited warranty, but that pricing is quote-only and independent installed estimates place it mid-to-high in affordability rather than at the budget tier.
The strongest case for Kohler is a buyer who values a low 3-inch entry, comprehensive built-in safety features, professional installation, and warranty protection over the lowest possible upfront price. The strongest case against it is a buyer with a hard budget ceiling, a preference for self-directed installation, or a need for bariatric or wheelchair-accessible models. Buyers should proceed only after obtaining a fixed, itemized quote for the basic soaker configuration and comparing it with at least two alternatives. This review is part of the broader Budget-Friendly Walk-In Tubs consensus study, which compares multiple brands on the same criteria.
How This Review Was Produced
This review was produced from supplied platform research responses collected on 2026-09-27. Seven platforms evaluated Kohler Walk-In Bath for the Budget-Friendly Walk-In Tubs use case: anthropic, deepseek, google, grok, kimi, openai, and perplexity. Five of the seven named the entity during ranking discovery. Each platform supplied fit ratings, pricing findings, strengths, limitations, and questions to verify. Citations are platform-reported evidence and were not independently verified by the writer stage. The category directory for this topic is available at walk in tubs.
Methodology Limitations
Platform-reported research dates differ from the authoritative run date. Deepseek's research date is 2026-06-11, while the other six platforms report 2026-09-27. Platform-reported dates are provenance metadata and do not independently prove freshness. Deepseek's research was conducted with search disabled, so its findings are model-reported rather than retrieved.
The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Official-site retrieval failed for one or more mentions, and the matching reported domain remains unverified. Pricing figures conflict across sources and none is a guaranteed quote. Financing terms, cancellation policies, and warranty exclusions were not fully verified. No independently verified durability or failure-rate data was found. Review-platform ratings are directional evidence, not a guarantee of outcomes. Platform agreement does not prove product quality.
Sources
Company-Owned Sources
- How KOHLER Determines Your Custom Walk-In Bath Price: https://reveal.kohler.com/en/articles/how-kohler-determines-your-custom-walk-in-bath-price
- KOHLER Walk-In Bath | Safety Features | Reveal by KOHLER: https://reveal.kohler.com/en/walk-in-bath/features/safety
- KOHLER Walk-in Bath Lifetime Limited Warranty: https://www.kohler.com/content/dam/kohler-com-NA/Lifestyle/PDP-PDF/PDP-PDF-Kohler%20Walk-in%20Bath%20Lifetime%20Limted%20Warranty.pdf
- Walk In Tub Safety & Comfort Features | Safe Bathing: https://www.kohlerwalkinbath.com/features/
- Walk-In Tub Dimensions | Bathtub Specifications | KOHLER Walk-In Bath: https://www.kohlerwalkinbath.com/features/dimensions/
- Walk In Tub Safety Features: https://www.kohlerwalkinbath.com/features/safety/
- Price Guide: How Much Does a Walk-In Tub Remodel Cost? - KOHLER Walk-In Bath: https://www.kohlerwalkinbath.com/interactive-price-guide/
- What to Consider When Buying a Walk In Tub: https://www.kohlerwalkinbath.com/library/pdf/Kohler-Questions-To-Ask.pdf
- Kohler Walk-In Bath Features: https://www.kohlerwalkinbath.com/library/pdf/KWIB-features.pdf
- How Much Does a Walk In Tub Cost?: https://www.kohlerwalkinbath.com/price-cost/
- Financing Plan Options | KOHLER Walk-In Bath: https://www.kohlerwalkinbath.com/process/financing/
- A Lifetime Warranty for Your Peace of Mind: https://www.kohlerwalkinbath.com/process/warranty/
- KOHLER Walk-In Bath FAQs | Frequently Asked Questions: https://www.kohlerwalkinbath.com/resources/faqs/
- Common Types of Walk-In Tub Models | KOHLER Walk-In Bath: https://www.kohlerwalkinbath.com/resources/guides/types-of-walk-in-tubs/
- Walk-In Tubs for Seniors | Sit-In Bathtubs | Safe Step: https://www.safesteptub.com/products/walk-in-tub/
Additional AI research evidence25 records
- AI research evidence record openai:c2
- AI research evidence record google:2.1.8
- AI research evidence record openai:c1
- AI research evidence record openai:c4
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c7
- AI research evidence record openai:c4
- AI research evidence record perplexity:c8
- AI research evidence record openai:c2
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record google:1.1.3
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c7
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record openai:c4
Independent Sources
- How Much Does a Kohler Walk-In Tub Cost?: https://bestcompany.com/blog/walk-in-tubs/kohler-walk-in-tub-cost
- How Much Does a Kohler Walk-In Tub Cost? - BestCompany.com: https://bestcompany.com/walk-in-tubs/company/kohler/cost
- Kohler Walk-In Tub Review: 2026 Costs, Types & Top: https://modernize.com/walk-in-tubs/best-walk-in-tubs/kohler
- Kohler Walk-In Tub Cost: 2026 Installation Price & Competitor Comparison - Modernize: https://modernize.com/walk-in-tubs/kohler-cost
- Cost of Kohler Walk in Bath 2026 - Digital Database: https://new.risingsunartscentre.org/news/cost-of-kohler-walk-in-bath-2026.html
- Kohler Walk-In Bath Review 2026: Features, Cost and Warranty: https://steadyhomeguide.com/guides/kohler-walk-in-bath-review-cost/
- Kohler Walk-In Tub Costs in 2025: https://walkintubsguide.net/kohler-walk-in-bath-cost/
- Walk-In Tubs Cost Guide (2026): Brand Prices, Regional Ranges, Medicare Rules | AgeInPlaceGuide.com: https://www.ageinplaceguide.com/walk-in-tubs-cost-guide
- Walk In Tub Cost 2026: Quoted $30,000? Real Installed Prices, No Sales Visit: https://www.agingsafelybaths.com/walk-in-tub-cost/
- Kohler Walk-In Bath Reviews from Real Customers: https://www.consumeraffairs.com/homeowners/kohler-walk-in-bath.html
- The Best Walk-In Bathtubs of 2026: https://www.consumeraffairs.com/homeowners/walk-in-bathtubs/
- How Much Is A Kohler Walk In Bath – Full Breakdown: https://www.modernize.com/walk-in-tubs/kohler-cost
- Kohler Walk-In Tub Review 2025: Strong Reputation and: https://www.ncoa.org/adviser/mobility/kohler-walk-in-tub-review/
- Your Guide to the Best Walk-In Tubs 2026: https://www.ncoa.org/product-resources/mobility/best-walk-in-tubs/
- Ella's Bubbles Walk-in Tubs Review 2026: https://www.ncoa.org/product-resources/mobility/ellas-bubbles-walk-in-tub-review/
- The Top 8 Most Affordable Walk-In Tub Brands of 2023: https://www.payingforseniorcare.com/best-walk-in-tubs
- Kohler Walk-In Bath Review (2026): With Costs: https://www.retirementliving.com/reviews/kohler-walk-in-tubs
- Best Walk-In Tubs of 2026: https://www.seniorliving.org/walk-in-tubs/best/
- Kohler Walk-In Tubs Review & Costs for 2026 - SeniorLiving.org: https://www.seniorliving.org/walk-in-tubs/kohler-cost/
- Kohler Walk-In Tubs Review & Costs for 2026: https://www.seniorliving.org/walk-in-tubs/kohler/
- Kohler Walk-In Tubs | Bathroom Remodeling | Statewide: https://www.statewideremodeling.com/bathroom-remodeling/kohler-walk-in-tubs/
- The Best Cheap Walk-In Tubs │The Senior List: https://www.theseniorlist.com/walk-in-bathtubs/best/cheap/
- Kohler Walk-In Tub Review and Pricing in 2026: https://www.theseniorlist.com/walk-in-bathtubs/kohler/
- Safe Step vs. American Standard | The Senior List: https://www.theseniorlist.com/walk-in-bathtubs/safe-step-vs-american-standard/
- Kohler Walk-In Tub Review and Pricing in 2026 - The Senior List: https://www.theseniorlist.com/walk-in-tubs/kohler/
- Best Walk-In Tubs of 2026: Cost, Types, and Features: https://www.thisoldhouse.com/bathrooms/best-walk-in-tubs
- Kohler Walk-In Bath Review 2026 - Cost, Pros&Cons, Tub Types: https://www.top10.com/walk-in-tubs/reviews/kohler
Additional AI research evidence25 records
- AI research evidence record openai:c2
- AI research evidence record google:2.1.8
- AI research evidence record openai:c1
- AI research evidence record openai:c4
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c7
- AI research evidence record openai:c4
- AI research evidence record perplexity:c8
- AI research evidence record openai:c2
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record google:1.1.3
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c7
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record openai:c4
Other Sources
- Kohler Walk-In Bath Official Site: https://www.kohlerwalkinbath.com/
Additional AI research evidence25 records
- AI research evidence record openai:c2
- AI research evidence record google:2.1.8
- AI research evidence record openai:c1
- AI research evidence record openai:c4
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record perplexity:c6
- AI research evidence record perplexity:c1
- AI research evidence record perplexity:c4
- AI research evidence record openai:c5
- AI research evidence record openai:c7
- AI research evidence record openai:c4
- AI research evidence record perplexity:c8
- AI research evidence record openai:c2
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record google:1.1.3
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record openai:c1
- AI research evidence record openai:c1
- AI research evidence record openai:c7
- AI research evidence record openai:c1
- AI research evidence record openai:c6
- AI research evidence record openai:c4
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
- 47
- 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
27 independent · 19 company-owned · 1 unclear
Evidence support
39 direct · 8 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 32f986664fd939452d890e98847536e29cafb7ef85273c781a8596215e84f94f
