AI Consensus Fit Review

Kohler for Premium Spa and Comfort Features - AI Consensus Fit Review

Kohler is a strong fit for homeowners seeking premium spa and comfort features in a walk-in tub, with 6 of 7 AI platforms naming it during the ranking stage and an average listed rank of 2.5.

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Answer Capsule

Kohler is a strong fit for homeowners seeking premium spa and comfort features in a walk-in tub, with 6 of 7 AI platforms naming it during the ranking stage and an average listed rank of 2.5. The strongest reason to consider Kohler is its combination of 10 hydrotherapy whirlpool jets and 17 BubbleMassage air jets working together, paired with the Bask heated backrest and LuxStone wall finishes. The main limitation is the lack of clearly confirmed built-in chromotherapy and aromatherapy options, which several independent sources state are not available, plus opaque appointment-based pricing that requires an in-home consultation. Buyers prioritizing light therapy or scent injection should verify availability with a dealer before committing.

Research Snapshot

MetricValue
Platform mentions in ranking stage6 of 7 platforms
Share of included platform responses86%
Average listed rank2.5
Best listed rank1 (Grok, Perplexity)
Relevant product/model/planKOHLER Belay Walk-In Bath with hydrotherapy whirlpool jets, BubbleMassage air jets, Bask heated backrest, LuxStone walls, optional Shower Package
Overall use-case fitStrong (4 platforms), Good (1), Mixed (1), Uncertain (1)
Research date2026-08-13

Why Kohler Qualified for This Study

Kohler qualified for this Premium Spa & Comfort Features review because 6 of the 7 configured AI platforms named it during the ranking stage for luxury walk-in tubs. The platforms that named Kohler were Anthropic, DeepSeek, Google, Grok, OpenAI, and Perplexity. Kimi did not name Kohler in the ranking stage but did provide a fit assessment. Kohler's average listed rank was 2.5, with best ranks of 1 from Grok and Perplexity, and ranks of 2 from Google, 3 from OpenAI, and 4 from both Anthropic and DeepSeek.

The relevant product across platforms is the KOHLER Belay Walk-In Bath, described consistently as including hydrotherapy whirlpool jets, BubbleMassage air jets, the Bask heated backrest, and LuxStone wall options. Some platforms also referenced an optional Shower Package and Comfort Height features.

The Product, Model, Plan, or Service Most Relevant to Premium Spa & Comfort Features

The most relevant product is the KOHLER Belay Walk-In Bath. Platform responses describe it as including 10 adjustable hydrotherapy whirlpool jets targeting the back, legs, and feet, combined with 17 BubbleMassage air jets with variable intensity [1]. The controls allow the systems to operate independently or together [4].

The package also includes the Bask heated backrest with three heat levels that warms the back, neck, and shoulders during filling and draining [5]. Additional comfort features include an extra-wide reclined seat, fast-drain technology, easy-reach controls, interior and exterior handrails, and a multifunction handshower with three spray settings [7]. An optional Shower Package adds a gooseneck shower arm and KOHLER Bath Screen [8].

LuxStone engineered-stone bath walls are offered in multiple solid colors, patterns, and textures, including options such as Calacatta Crema, Ice Grey, White Brick, and VeinCut Dune [9]. The tub is available in White or Biscuit with Polished Chrome or Vibrant Brushed Nickel faucet finishes [10].

What the AI Platforms Agreed About

Strong Agreement: Hydrotherapy and Air Jet Combination

All 7 platforms that provided fit assessments recognized Kohler's hydrotherapy and air jet combination as a core strength. OpenAI described 10 strategically placed hydrotherapy whirlpool jets combined with BubbleMassage air jets with variable intensity [11]. Anthropic confirmed 10 adjustable hydrotherapy water jets and 17 BubbleMassage air jets as standard features [13]. Google noted the 10 targeted whirlpool hydromassage jets combined with adjustable BubbleMassage air jets [15]. Kimi raised some uncertainty about whether the systems can be combined in one unit, but this was not supported by other platforms or by Kohler's own materials.

Strong Agreement: Heated Surfaces

All platforms that assessed heated surfaces rated them as an advantage. The Bask heated backrest provides three heat settings and warms the back, neck, and shoulders while the tub fills and drains [17]. Forbes Health states that all Kohler walk-in baths come with a heated backrest [19]. The Senior List reports that heated surfaces use no more energy than a standard light bulb, with heat in neck, back, and seat areas [20].

Strong Agreement: LuxStone Design Finish Options

Multiple platforms highlighted LuxStone walls as a premium differentiator. Google described them as nonporous, grout-free, engineered-stone composite panels available in multiple luxury colors, textures, and designs [21]. OpenAI noted the multiple colors, patterns, and textures support a more finished, coordinated bathroom appearance than a basic tub surround [23]. Anthropic confirmed 12 LuxStone colors and patterns [24].

Majority Agreement: Lifetime Warranty on Key Components

Six platforms referenced Kohler's warranty coverage. Kohler advertises a Lifetime Limited Warranty for the Belay Walk-In Bath covering bath components including hydrotherapy systems and the faucet/handshower [25]. The detailed warranty PDF covers hydrotherapy systems, pumps, motors, jets, BubbleMassage, and Bask heated surfaces for manufacturing defects as long as the original consumer owns the home, provided installation is by a Kohler-certified installer [26]. However, the same PDF states that other components may carry only one-year coverage and excludes removal, installation, labor, and incidental or consequential costs [29].

Majority Agreement: Fast Drain and Low Step-In

Anthropic and Google both highlighted the fast-drain technology and low step-in height. Kohler tubs drain in just a few minutes using fast-drain technology [30]. The tub has a 3-inch step-in height, one of the lowest in the industry [31].

Where the AI Platforms Disagreed or Were Uncertain

Chromotherapy and Aromatherapy: The Central Conflict

This is the most significant disagreement across platforms. Four platforms (OpenAI, Perplexity, Kimi, and partially Anthropic) expressed uncertainty or stated these features are unavailable. Anthropic cited multiple independent sources stating chromotherapy and aromatherapy are not available with Kohler, including Forbes Health and The Senior List [32]. Caring.com confirms aromatherapy is not included as standard or optional [34].

However, DeepSeek and Grok both listed chromatherapy and aromatherapy as available options, citing Kohler's own price-guide content [35]. Google took a middle position, noting that Kohler's official blog discusses chromotherapy benefits and LED color lighting options [37], but clarifies that aromatherapy is supported through external diffusers or bath-compatible oils rather than an in-line tub delivery mechanism [38].

The most reliable interpretation is that Kohler's price-guide content describes chromatherapy and aromatherapy as general walk-in-tub features, but the reviewed Belay product and comfort-feature pages do not clearly establish them as current selectable options [39]. Multiple authoritative independent sources state they are not available [32].

Pricing Transparency

All platforms agreed that Kohler does not publish fixed pricing online. Kohler's FAQ states that pricing is determined through a customized free quote and that online or phone pricing is unavailable [40]. Caring.com notes the most frequent consumer complaint is lack of pricing transparency [41]. However, platforms disagreed on the price range. Anthropic cited ranges from $7,000-$25,000 installed [42] to $4,000-$12,000 [43]. Google cited $10,000-$20,000+ turn-key [44]. Kimi estimated $15,000-$25,000+ [45]. OpenAI noted Kohler's own guide lists $7,000-$20,000 for the tub alone and $5,500-$33,000 for tub, accessories, and installation [46].

Quote Validity Period

OpenAI flagged a conflict between Kohler's current price-guide page stating the quote is valid for 90 days and an older Kohler article stating one year [46]. This should be confirmed in writing.

Model Variety

Anthropic noted that Kohler offers only one standard walk-in tub model, while competitors like American Standard offer 86+ models [48]. This limits design variety but simplifies the decision.

Use-Case-Specific Features and Capabilities

Hydrotherapy and Air Jet Combination

Kohler directly advertises 10 strategically placed hydrotherapy whirlpool jets targeting the back, legs, and feet, combined with BubbleMassage air jets with variable intensity [49]. The controls allow the systems to operate independently or together [49]. This is the clearest luxury-feature match among the reviewed materials [49].

Heated Surfaces

The Bask heated backrest provides three heat settings and is designed to warm the back, neck, and shoulders while the tub fills and drains [51]. Public materials identify a heated backrest rather than a separately documented full heated-seat or full-surface system [50]. The Senior List reports heated surfaces use minimal energy, equivalent to a standard light bulb [52].

Premium Comfort and Fixtures

The package includes an extra-wide reclined seat, fast-drain technology, easy-reach controls, interior and exterior handrails, and a multifunction handshower with three spray settings [50]. A Shower Package adds a gooseneck shower arm and KOHLER Bath Screen [53].

Design Finish Options

LuxStone engineered-stone bath walls are offered in multiple solid colors, patterns, and textures [54]. The tub is available in White or Biscuit with Polished Chrome or Vibrant Brushed Nickel faucet finishes [55]. Standard dimensions are 52"x28"x39", customizable to widths ranging 32-60 inches [56].

Chromotherapy

Kohler's price-guide content explains chromatherapy as a general walk-in-tub feature, but the reviewed Belay product and comfort-feature pages do not clearly establish that Kohler offers chromatherapy as a current standard or selectable option [57]. Google's review of Kohler's blog on chromotherapy suggests LED color lighting may be available [58], but this is not confirmed on product pages. Multiple independent sources state chromotherapy is not available [59].

Aromatherapy

Kohler's price-guide content describes aromatherapy generically, but the reviewed product materials do not clearly confirm an aromatherapy system for the Belay Walk-In Bath [57]. Google clarifies that Kohler recommends using independent essential oil diffusers or compatible external bath salts rather than an integrated in-line system [61]. Forbes Health and The Senior List confirm aromatherapy is not available [59].

Warranty Coverage

Kohler advertises a Lifetime Limited Warranty for the Belay bath when installed by a Kohler Authorized Dealer or Certified Installer [62]. The warranty covers manufacturing defects on bath components including hydrotherapy systems, pumps, motors, jets, BubbleMassage, and Bask heated surfaces [63]. Coverage applies as long as the original consumer owns the home [65]. However, the published warranty PDF states that other components may carry only a one-year warranty and excludes removal, installation, labor, and incidental or consequential costs [66].

Installed Price

Kohler does not publish a fixed Belay installed price. It provides a customized in-home quote covering selected options, delivery, installation, and disposal of the existing tub or shower [67]. Installation is included in the purchase price and handled by Kohler-certified specialists, with most installations completed in a single day [69]. Old tub removal and disposal are included [69].

Pricing, Fees, Contracts, and Ongoing Costs

Known Cost Ranges

The following figures come from Kohler's own published guide and third-party sources. They are general market estimates, not confirmed Kohler quotes:

ItemRangeSource
Premium walk-in tub alone$7,000-$20,000[70]
Tub, accessories, and installation$5,500-$33,000[70]
Total installed cost$7,000-$25,000+[71]
Installation labor$2,500-$8,000[72]
Hydrotherapy jets upgrade$1,500-$3,000[73]
Bask heated surfaces$1,500-$2,500[73]
Grab bars (each)$25-$370[70]
Wall materials (acrylic to stone)$300-$2,000[70]

Additional Fees

Kohler states that installation, delivery, selected accessories, and removal/disposal are included in the quoted package [70]. However, buyers should verify whether unusual plumbing, electrical, structural, water-heater, permitting, or finish-repair work is included [70]. A water heater upgrade to 50+ gallons may require a separate $1,000-$3,000 investment [74]. Ongoing costs may include electricity, water, cleaning products, and maintenance or repairs for pumps, jets, and electrical components [70].

Contract and Cancellation Terms

The reviewed public materials do not disclose standardized cancellation, deposit, refund, rescheduling, or change-order terms [70]. The current price-guide page states that the promised price is valid for 90 days; an older Kohler page states one year, so the applicable term is unclear [70]. Financing is offered through the local authorized dealer, with no public standardized APR or term shown in the reviewed materials [70]. Grok noted financing options include no interest for 12 months [73].

Best Suited For

Kohler is best suited for homeowners who:

  • Prioritize combined whirlpool hydrotherapy and air jets for therapeutic massage [76]
  • Value heated back, neck, and shoulder surfaces during filling and draining [78]
  • Want a premium bathroom remodel with coordinated LuxStone wall finishes and installed service [80]
  • Prefer a custom in-home consultation and installation rather than an online, self-install purchase [82]
  • Value brand reputation and professional installation by certified specialists [83]
  • Need a low 3-inch step-in height and fast drain times [84]

Probably Not Best Suited For

Kohler is probably not best suited for buyers who:

  • Require built-in chromotherapy (colored light therapy) as a confirmed feature [86]
  • Require built-in aromatherapy or essential oil injection through the jet system [87]
  • Need transparent online pricing before scheduling a sales appointment [89]
  • Seek the lowest installed price or a standardized retail package [91]
  • Need wheelchair-accessible tub designs, which Kohler does not offer [92]
  • Require ozone-based self-cleaning systems [92]
  • Want multiple model options to compare before purchase [93]
  • Have bariatric needs or unusually compact bathroom dimensions not confirmed for the Belay [94]

When Another Option May Be Better

Consider American Standard's Liberation models if chromotherapy or aromatherapy is a must-have. The Senior List reports that American Standard offers these features on its Liberation tubs [95]. American Standard also offers 86 self-installed tubs in three categories, providing far more model variety than Kohler's single base design [96]. American Standard's Gelcoat Premium Series includes a combination air spa and whirlpool system with 13 whirlpool jets and 26 air jets in one unit, plus a multi-colored chromatherapy light system [97].

Consider Premier Care's Spa Series if built-in aromatherapy with an oil warmer and foot massage therapy are priorities [99].

Consider a conventional luxury soaking or hydrotherapy tub when walk-in access is not needed and maximum bathing volume or feature breadth is more important than accessibility [100].

Questions to Verify Before Buying

  1. Is the quoted configuration specifically the Belay Walk-In Bath, and does it include both hydrotherapy whirlpool jets and BubbleMassage air jets? [101]
  2. Are chromatherapy and aromatherapy available for this exact model, in the buyer's state, and at what additional cost? [101]
  3. Does the configuration include only a heated backrest, or also a heated seat or other heated surfaces? [103]
  4. Which LuxStone colors, patterns, faucet finishes, and shower options are currently available, and are all included in the written quote? [105]
  5. What exact components have lifetime coverage, which have one-year coverage, and who pays labor, removal, shipping, and service-call costs under a warranty claim? [107]
  6. Is the quote valid for 90 days or another period, and what circumstances permit price changes? [101]
  7. Are demolition, disposal, plumbing, electrical work, permits, water-heater upgrades, drywall, flooring, and finish repairs included? [101]
  8. What are the financing APR, term, deferred-interest conditions, fees, and early-payoff terms? [101]
  9. What deposit is required, and what are the cancellation, refund, rescheduling, and change-order policies? [101]
  10. What are the measured fill and drain times in the buyer's installation and water-heater conditions? [101]
  11. Can hydrotherapy and BubbleMassage Air Jets be combined in one unit, or must they be chosen separately? [110]
  12. What are the electrical requirements for heated surfaces and jets? [110]

Final AI Consensus Verdict

Kohler is a strong fit for Premium Spa & Comfort Features when the buyer values combined hydrotherapy and air jets, heated comfort, premium fixtures, LuxStone finishes, and an installed remodel service. Four of seven platforms rated the fit as strong, one as good, one as mixed, and one as uncertain.

The strongest evidence supports Kohler's hydrotherapy and air jet combination, heated backrest, and LuxStone design options. The weakest evidence concerns chromotherapy and aromatherapy, where Kohler's own marketing materials are ambiguous and multiple independent sources state these features are not available. Buyers requiring these features should verify availability with a dealer or consider American Standard or Premier Care alternatives.

Kohler should not receive an unqualified top rating for buyers requiring chromatherapy or aromatherapy, because current availability is unclear, and the buyer must reconcile broad warranty marketing with the narrower detailed warranty document and obtain a configuration-specific installed quote [111].

For buyers who prioritize therapeutic massage, heated comfort, and a polished bathroom finish over comprehensive spa lighting and scent therapy, Kohler is a leading choice. The 3-inch step-in height, fast drain, and professional installation add practical value beyond the luxury features.

How This Review Was Produced

This review was produced by aggregating fit assessments from 7 AI platforms: Anthropic, DeepSeek, Google, Grok, Kimi, OpenAI, and Perplexity. Each platform evaluated Kohler against the Premium Spa & Comfort Features criteria, which included hydrotherapy and air jet combination, chromotherapy, aromatherapy, premium fixtures, heated surfaces, design finish options, warranty coverage, and installed price.

The research date for this review is 2026-08-13. Platform-reported research dates are provenance metadata and do not independently prove freshness. DeepSeek's assessment was dated 2026-04-09, which differs from the authoritative run date.

The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Company-owned citations materially outnumber independent citations; company claims should not be described as independently verified.

Methodology Limitations

This review has several limitations. First, company-owned citations (23 of 35) materially outnumber independent citations (11 of 35), with 1 source of unclear ownership. Claims sourced to Kohler's own website should not be treated as independently verified.

Second, the central conflict over chromotherapy and aromatherapy availability could not be resolved from the supplied evidence. Kohler's price-guide content describes these features generically, but product pages do not confirm them as Belay options, and multiple independent sources state they are unavailable.

Third, pricing data is inconsistent across platforms, with ranges spanning $4,000 to $33,000 depending on source and configuration. No exact public Kohler price was verified for the Belay Walk-In Bath.

Fourth, platform-reported research dates differ from the authoritative run date. DeepSeek's assessment was dated 2026-04-09, while the run date is 2026-08-13.

Fifth, all included platforms evaluated fit, but platform mentions count only platforms that named Kohler during ranking discovery. Kimi did not name Kohler in the ranking stage but did provide a fit assessment.

Sixth, the review does not include independent verification of product performance, customer satisfaction, or installation quality. ConsumerAffairs reports a 97% customer satisfaction rate on sales and pricing transparency [112], but this is platform-reported and not independently verified.

Explore more walk in tubs guidance in the category directory.

Sources

Company-Owned Sources

Independent Sources

  • Kohler Walk-In Tubs Review – Forbes Health: https://forbes.com/health/medical-supplies/kohler-walk-in-tub-review
  • How Much Does a Walk-in Tub Cost? (2026: https://homeguide.com/costs/walk-in-tub-cost
  • Kohler Walk-In Bath Reviews from Real Customers: https://www.consumeraffairs.com/homeowners/kohler-walk-in-bath.html
  • KOHLER Walk-In Bath Features | Retirement Living: https://www.retirementliving.com/reviews/kohler-walk-in-tubs
  • Kohler Walk-In Tubs Review & Costs for 2026: https://www.seniorliving.org/walk-in-tubs/kohler/
  • American Standard vs Kohler: A Walk-In Tub Comparison: https://www.theseniorlist.com/walk-in-bathtubs/american-standard-vs-kohler/
  • Kohler Walk-In Tub Review and Pricing in 2026: https://www.theseniorlist.com/walk-in-bathtubs/kohler/
  • Additional AI research evidence112 records
    1. AI research evidence record anthropic:c1
    2. AI research evidence record anthropic:c10
    3. AI research evidence record google:c2
    4. AI research evidence record openai:c1
    5. AI research evidence record openai:c3
    6. AI research evidence record google:c3
    7. AI research evidence record openai:c2
    8. AI research evidence record openai:c4
    9. AI research evidence record openai:c5
    10. AI research evidence record anthropic:c4
    11. AI research evidence record openai:c1
    12. AI research evidence record openai:c2
    13. AI research evidence record anthropic:c1
    14. AI research evidence record anthropic:c10
    15. AI research evidence record google:c1
    16. AI research evidence record google:c2
    17. AI research evidence record openai:c3
    18. AI research evidence record google:c3
    19. AI research evidence record anthropic:c12
    20. AI research evidence record anthropic:c3
    21. AI research evidence record google:c4
    22. AI research evidence record google:c5
    23. AI research evidence record openai:c5
    24. AI research evidence record anthropic:c4
    25. AI research evidence record openai:c7
    26. AI research evidence record anthropic:c5
    27. AI research evidence record anthropic:c6
    28. AI research evidence record anthropic:c15
    29. AI research evidence record openai:c8
    30. AI research evidence record anthropic:c18
    31. AI research evidence record anthropic:c19
    32. AI research evidence record anthropic:c8
    33. AI research evidence record anthropic:c9
    34. AI research evidence record anthropic:c11
    35. AI research evidence record deepseek:c1
    36. AI research evidence record grok:c2
    37. AI research evidence record google:c6
    38. AI research evidence record google:c7
    39. AI research evidence record openai:c6
    40. AI research evidence record openai:c10
    41. AI research evidence record anthropic:c20
    42. AI research evidence record anthropic:c7
    43. AI research evidence record anthropic:c17
    44. AI research evidence record google:c4
    45. AI research evidence record kimi:c1
    46. AI research evidence record openai:c9
    47. AI research evidence record openai:c11
    48. AI research evidence record anthropic:c14
    49. AI research evidence record openai:c1
    50. AI research evidence record openai:c2
    51. AI research evidence record openai:c3
    52. AI research evidence record anthropic:c3
    53. AI research evidence record openai:c4
    54. AI research evidence record openai:c5
    55. AI research evidence record anthropic:c4
    56. AI research evidence record anthropic:c13
    57. AI research evidence record openai:c6
    58. AI research evidence record google:c6
    59. AI research evidence record anthropic:c8
    60. AI research evidence record anthropic:c9
    61. AI research evidence record google:c7
    62. AI research evidence record openai:c7
    63. AI research evidence record anthropic:c5
    64. AI research evidence record anthropic:c15
    65. AI research evidence record anthropic:c6
    66. AI research evidence record openai:c8
    67. AI research evidence record openai:c9
    68. AI research evidence record openai:c10
    69. AI research evidence record anthropic:c21
    70. AI research evidence record openai:c9
    71. AI research evidence record anthropic:c7
    72. AI research evidence record anthropic:c17
    73. AI research evidence record grok:c2
    74. AI research evidence record anthropic:c22
    75. AI research evidence record openai:c11
    76. AI research evidence record openai:c1
    77. AI research evidence record anthropic:c1
    78. AI research evidence record openai:c3
    79. AI research evidence record google:c3
    80. AI research evidence record openai:c5
    81. AI research evidence record google:c5
    82. AI research evidence record openai:c9
    83. AI research evidence record anthropic:c21
    84. AI research evidence record anthropic:c19
    85. AI research evidence record google:c1
    86. AI research evidence record anthropic:c8
    87. AI research evidence record anthropic:c9
    88. AI research evidence record google:c7
    89. AI research evidence record anthropic:c20
    90. AI research evidence record openai:c10
    91. AI research evidence record anthropic:c7
    92. AI research evidence record anthropic:c22
    93. AI research evidence record anthropic:c14
    94. AI research evidence record openai:c9
    95. AI research evidence record anthropic:c8
    96. AI research evidence record anthropic:c14
    97. AI research evidence record kimi:c2
    98. AI research evidence record kimi:c4
    99. AI research evidence record kimi:c3
    100. AI research evidence record openai:c9
    101. AI research evidence record openai:c9
    102. AI research evidence record anthropic:c8
    103. AI research evidence record openai:c2
    104. AI research evidence record openai:c3
    105. AI research evidence record openai:c5
    106. AI research evidence record anthropic:c4
    107. AI research evidence record openai:c7
    108. AI research evidence record openai:c8
    109. AI research evidence record openai:c11
    110. AI research evidence record kimi:c1
    111. AI research evidence record openai:c9
    112. AI research evidence record anthropic:c13

Other Sources

  • Additional AI research evidence112 records
    1. AI research evidence record anthropic:c1
    2. AI research evidence record anthropic:c10
    3. AI research evidence record google:c2
    4. AI research evidence record openai:c1
    5. AI research evidence record openai:c3
    6. AI research evidence record google:c3
    7. AI research evidence record openai:c2
    8. AI research evidence record openai:c4
    9. AI research evidence record openai:c5
    10. AI research evidence record anthropic:c4
    11. AI research evidence record openai:c1
    12. AI research evidence record openai:c2
    13. AI research evidence record anthropic:c1
    14. AI research evidence record anthropic:c10
    15. AI research evidence record google:c1
    16. AI research evidence record google:c2
    17. AI research evidence record openai:c3
    18. AI research evidence record google:c3
    19. AI research evidence record anthropic:c12
    20. AI research evidence record anthropic:c3
    21. AI research evidence record google:c4
    22. AI research evidence record google:c5
    23. AI research evidence record openai:c5
    24. AI research evidence record anthropic:c4
    25. AI research evidence record openai:c7
    26. AI research evidence record anthropic:c5
    27. AI research evidence record anthropic:c6
    28. AI research evidence record anthropic:c15
    29. AI research evidence record openai:c8
    30. AI research evidence record anthropic:c18
    31. AI research evidence record anthropic:c19
    32. AI research evidence record anthropic:c8
    33. AI research evidence record anthropic:c9
    34. AI research evidence record anthropic:c11
    35. AI research evidence record deepseek:c1
    36. AI research evidence record grok:c2
    37. AI research evidence record google:c6
    38. AI research evidence record google:c7
    39. AI research evidence record openai:c6
    40. AI research evidence record openai:c10
    41. AI research evidence record anthropic:c20
    42. AI research evidence record anthropic:c7
    43. AI research evidence record anthropic:c17
    44. AI research evidence record google:c4
    45. AI research evidence record kimi:c1
    46. AI research evidence record openai:c9
    47. AI research evidence record openai:c11
    48. AI research evidence record anthropic:c14
    49. AI research evidence record openai:c1
    50. AI research evidence record openai:c2
    51. AI research evidence record openai:c3
    52. AI research evidence record anthropic:c3
    53. AI research evidence record openai:c4
    54. AI research evidence record openai:c5
    55. AI research evidence record anthropic:c4
    56. AI research evidence record anthropic:c13
    57. AI research evidence record openai:c6
    58. AI research evidence record google:c6
    59. AI research evidence record anthropic:c8
    60. AI research evidence record anthropic:c9
    61. AI research evidence record google:c7
    62. AI research evidence record openai:c7
    63. AI research evidence record anthropic:c5
    64. AI research evidence record anthropic:c15
    65. AI research evidence record anthropic:c6
    66. AI research evidence record openai:c8
    67. AI research evidence record openai:c9
    68. AI research evidence record openai:c10
    69. AI research evidence record anthropic:c21
    70. AI research evidence record openai:c9
    71. AI research evidence record anthropic:c7
    72. AI research evidence record anthropic:c17
    73. AI research evidence record grok:c2
    74. AI research evidence record anthropic:c22
    75. AI research evidence record openai:c11
    76. AI research evidence record openai:c1
    77. AI research evidence record anthropic:c1
    78. AI research evidence record openai:c3
    79. AI research evidence record google:c3
    80. AI research evidence record openai:c5
    81. AI research evidence record google:c5
    82. AI research evidence record openai:c9
    83. AI research evidence record anthropic:c21
    84. AI research evidence record anthropic:c19
    85. AI research evidence record google:c1
    86. AI research evidence record anthropic:c8
    87. AI research evidence record anthropic:c9
    88. AI research evidence record google:c7
    89. AI research evidence record anthropic:c20
    90. AI research evidence record openai:c10
    91. AI research evidence record anthropic:c7
    92. AI research evidence record anthropic:c22
    93. AI research evidence record anthropic:c14
    94. AI research evidence record openai:c9
    95. AI research evidence record anthropic:c8
    96. AI research evidence record anthropic:c14
    97. AI research evidence record kimi:c2
    98. AI research evidence record kimi:c4
    99. AI research evidence record kimi:c3
    100. AI research evidence record openai:c9
    101. AI research evidence record openai:c9
    102. AI research evidence record anthropic:c8
    103. AI research evidence record openai:c2
    104. AI research evidence record openai:c3
    105. AI research evidence record openai:c5
    106. AI research evidence record anthropic:c4
    107. AI research evidence record openai:c7
    108. AI research evidence record openai:c8
    109. AI research evidence record openai:c11
    110. AI research evidence record kimi:c1
    111. AI research evidence record openai:c9
    112. AI research evidence record anthropic:c13

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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
35
Ranking mentions
6 of 7
Platform share
86%
Final consensus rank
#1

Research trail and source mix

Platforms

openai, anthropic, deepseek, grok, perplexity, kimi, google

Source mix

11 independent · 23 company-owned · 1 unclear

Evidence support

31 direct · 4 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 a637d8db3d2c2e9af3534ed3d9d517859fc61cfa31076d94e174cbcb6b6568b2