AI Consensus Fit Review

Kohler for Gentle Air Massage Bathing: AI Consensus Fit Review

Kohler is a good but not unequivocal fit for Gentle Air Massage Bathing.

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Answer Capsule

Kohler is a good but not unequivocal fit for Gentle Air Massage Bathing. Four of seven AI platforms named Kohler during the ranking stage (57% platform share), with an average listed rank of 5.5 and a best rank of 2. The strongest reason to consider Kohler is its BubbleMassage™ air jet system, which offers adjustable intensity (documented as either 3 settings or up to 18 levels depending on configuration) and heated air technology that avoids the cold-draft problem common to air-jet tubs. The main limitation is that the walk-in bath configuration combines air jets with 10 hydrotherapy whirlpool jets, so it is not a pure air-only system, and total installed pricing is quote-based rather than publicly fixed. Buyers seeking the softest possible air-only experience or transparent pricing should verify configuration details with an authorized dealer before committing.

Research Snapshot

MetricValue
Platform mentions in ranking stage4 of 7 platforms (anthropic, google, kimi, perplexity)
Share of included platform responses57.1%
Average listed rank5.5
Best listed rank2 (anthropic)
Final rank4
Relevant product/model/planKOHLER Walk-In Bath with BubbleMassage™ air jets (typically configured with 10 hydrotherapy whirlpool jets + 17 BubbleMassage air jets)
Overall use-case fitGood (2 strong, 3 good, 2 mixed ratings)
Research date2026-08-13

Why Kohler Qualified for This Study

Kohler qualified because four of the seven AI platforms evaluating walk-in tubs for gentle air massage bathing named the company during the ranking discovery stage. The platforms that named Kohler were anthropic (rank 2), google (rank 3), kimi (rank 8), and perplexity (rank 9). Three platforms—openai, deepseek, and grok—evaluated Kohler's fit during the research stage but did not rank it among their top finalists. The relevant product is the KOHLER Walk-In Bath configured with BubbleMassage™ air jets, which Kohler markets as a gentler alternative to high-pressure whirlpool hydrotherapy [1].

The Product, Model, Plan, or Service Most Relevant to Gentle Air Massage Bathing

The product most relevant to this use case is the KOHLER Walk-In Bath with BubbleMassage™ air jets. The documented standard configuration includes 10 hydrotherapy whirlpool jets and 17 BubbleMassage™ air jets positioned along the lower perimeter of the bath [3]. The step-in threshold is approximately 3 inches, and the tub has a 31.5-inch depth with a 17-inch interior seat height [4].

Kohler describes the BubbleMassage™ system as releasing thousands of tiny bubbles for a spa-like, weightless sensation rather than high-pressure massage [7]. The air jets are adjustable, with company materials documenting either three intensity levels or variable-speed control depending on the configuration [9]. Related Kohler BubbleMassage™ product specifications document up to 18 intensity levels on certain models, though these specifications apply to drop-in and freestanding baths rather than the walk-in configuration specifically [11].

What the AI Platforms Agreed About

Strong agreement: BubbleMassage™ air jets deliver a genuinely gentler massage experience. All seven platforms that evaluated Kohler acknowledged that the BubbleMassage™ air jet system produces a softer, bubble-based massage compared to high-pressure whirlpool jets. Kohler's own materials describe the system as creating thousands of champagne-like bubbles that surround and support the body [14]. Google's assessment called the system capable of "whisper-soft, champagne-like effervescence" at its lowest settings [15].

Strong agreement: The walk-in bath is not an air-only system. Six of seven platforms noted that the documented configuration combines BubbleMassage™ air jets with 10 hydrotherapy whirlpool jets. Kohler describes the whirlpool jets as "powerful" and targeted to the back, legs, and feet [17]. This means buyers seeking a purely air-only experience must verify whether the whirlpool system can be omitted, disabled, or left unused [18].

Strong agreement: Accessibility features are a major strength. Multiple platforms highlighted the approximately 3-inch step-in threshold, heated backrest with three temperature settings, and fast-drain technology as features that directly benefit older adults [18]. Kohler documents the heated backrest as covering the back, neck, and shoulders [22].

Majority agreement: Pricing is opaque and quote-based. Five platforms noted that Kohler does not publish fixed public pricing and instead requires a dealer quote [24]. Independent estimates vary widely, from $4,500 to $25,000+ installed depending on configuration and remodeling scope [28].

Where the AI Platforms Disagreed or Were Uncertain

Disagreement: Number of intensity settings. Kohler's walk-in bath materials document three intensity levels for the BubbleMassage™ air system [33]. However, specifications for related Kohler BubbleMassage™ drop-in and freestanding baths document up to 18 variable-speed intensity levels [36]. Whether the walk-in configuration offers 3 or 18 levels is not clearly resolved in public materials.

Disagreement: Auto-purge drying cycle availability. Deepseek and google reported that the BubbleMassage™ system includes an automatic purge cycle that clears residual water from air channels after use [39]. Perplexity found auto/manual purge cycles documented on related Kohler BubbleMassage™ models [41]. However, openai reported that no automatic purge or drying cycle was identified in the official walk-in bath product pages reviewed [43]. This conflict should be resolved with the dealer for the exact configuration.

Disagreement: Noise level. Google reported that the blower "can produce a loud, echoey hum" in smaller bathrooms with hard tile finishes [45]. Other platforms found no reliable decibel ratings or independent noise measurements [43]. No platform provided a verified decibel figure.

Disagreement: Fit rating. Google and grok rated Kohler a "strong" fit, while anthropic, openai, and deepseek rated it "good," and kimi and perplexity rated it "mixed." The mixed ratings stem primarily from the whirlpool jet inclusion and the lack of walk-in-specific air jet documentation (kimi, perplexity).

Uncertainty: Air jet count. The walk-in bath specifications document 17 BubbleMassage™ air jets [43]. However, related Kohler BubbleMassage™ products document 44 to 122 air jets depending on model [36]. Whether the walk-in configuration's 17 air jets provide adequate coverage is a matter of debate.

Use-Case-Specific Features and Capabilities

Air Jet Coverage

Assessment: Advantage with caveats. Kohler documents 17 BubbleMassage™ air jets positioned along the lower perimeter of the walk-in bath [51]. The company describes the bubbles as surrounding and supporting the body [54]. However, the lower-perimeter placement suggests coverage may be concentrated around the lower body and legs rather than providing a full back-and-shoulder air jet array [51]. Related Kohler BubbleMassage™ models offer 44–122 air jets, but these are not walk-in configurations [56].

Massage Intensity Settings

Assessment: Advantage. The BubbleMassage™ air jets are documented as having three intensity levels or variable-speed adjustment [55]. Related Kohler BubbleMassage™ specifications document up to 18 intensity levels with a variable-speed blower [56]. Customer reviews on ConsumerAffairs describe three speed settings ranging from gentle to regular, with users reporting that medium settings provide soothing relief without aggressive massage [61]. The lowest settings are described as suitable for users who want a very light, effervescent bubble flow [60].

Auto-Purge Drying Cycle

Assessment: Unclear—conflicting documentation. Some sources document automatic and manual purge cycles that remove residual water from air channels after use [64]. However, openai reported that no automatic purge or drying cycle was identified in the official walk-in bath product pages reviewed [51]. Buyers should verify this feature for the exact walk-in configuration being quoted.

Seat Comfort

Assessment: Advantage. Kohler describes an extra-wide, reclined seat that is up to 30% deeper than other tub seats, with grooves intended to prevent water pooling [68]. The seat height is 17 inches [52]. The heated backrest covers the back, neck, and shoulders with three temperature settings [69]. Related BubbleMassage™ models include integral lumbar support [56]. However, some customer reviews report difficulty with door access width for larger users despite "extra-wide" marketing claims [61].

Noise Level

Assessment: Unclear—no verified measurements. No platform found a reliable decibel rating for the walk-in bath blower. Google reported that the blower can produce a loud, echoey hum in smaller bathrooms with hard tile finishes [63]. Competitor Mansfield markets an "ultra-quiet blower" as a differentiating feature, suggesting noise is a known concern in the category [71]. Buyers should request a demonstration in a similar bathroom environment.

Cleaning Requirements

Assessment: Mixed. The auto-purge cycle (where present) reduces standing water in air channels and supports hygiene [65]. Basic care includes rinsing and drying after each use, weekly surface cleaning, and monthly deep cleaning that flushes the internal system [72]. However, one independent user review documented ongoing algae and biofilm buildup in bubble jet lines requiring frequent bleach cycles, contradicting Kohler's ease-of-care marketing [73]. Air-jet systems lack recirculating plumbing loops, which eliminates internal biofilm risk between uses, but they do not provide active water purification during the bath itself [74].

Fill and Drain Speed

Assessment: Advantage. Kohler promotes Fast-Drain Technology and fast filling, stating the system fills and drains faster than others on the market [75]. Customer reviews confirm rapid drain times [61]. However, Kohler states that actual fill and drain times vary with household pipe capacity and flow rate, and no guaranteed time or standardized test result was identified [75]. The tub's 85-gallon capacity may exhaust a standard 50-gallon water heater [78].

Total Installed Cost

Assessment: Limitation. Kohler does not publish a fixed national retail or installed price on its official pages [79]. Independent estimates vary widely: tub unit alone $2,000–$20,000 [80]; installation $2,500–$8,000 [82]; total installed cost typically $4,500–$12,000+ for mid-range projects, with premium configurations exceeding $25,000 [85]. Google's assessment placed fully installed costs typically between $10,000 and $20,000 [87].

Pricing, Fees, Contracts, and Ongoing Costs

Pricing confidence is low to moderate across platforms. Kohler uses a dealer-quote process for the walk-in bath, and no fixed public price was identified [88]. The company's own pricing page provides broad ranges: standard walk-in tubs can be under $10,000 before installation, hydromassage tubs are listed at $5,000–$10,000, and premium tubs with installation can exceed $25,000 [91]. Installation is commonly estimated at $2,500–$8,000+ [92].

Known cost components reported by platforms include:

  • Tub unit alone: $2,000–$20,000 depending on features [93]
  • Installation labor: $2,500–$8,000, included in quote [92]
  • Hydrotherapy jets (if added): $1,500–$3,000 (anthropic)
  • Bask heated surfaces upgrade: $1,500–$2,500 (anthropic)
  • Accessories (bath walls, fast drain, aromatherapy): $1,000–$5,000 (anthropic)
  • Water heater upgrade (if needed): up to $3,000 (anthropic)
  • Electrical work for dual dedicated circuits: not publicly quantified [96]

Contract terms are largely unverified. No platform identified clear cancellation, return, or financing terms from official sources. Anthropic reported that price quotes are typically locked for 90 days to one year, installation is handled exclusively by Kohler-certified specialists, and a limited lifetime warranty covers product defects [98]. Google reported a lifetime limited warranty on the bath including the door seal, motor, blower, and faucet components when installed by a Kohler-certified specialist [100]. Kimi reported a five-year limited warranty on hydrotherapy components and a lifetime limited warranty on plastic baths and receptors (kimi). These warranty details should be confirmed in writing.

Ongoing costs include electricity for the blower and heated surfaces, water for the 85-gallon tub, and cleaning supplies including approved cleaners and bleach for system flushing [101].

Best Suited For

Kohler is best suited for older adults who want a premium walk-in bath with adjustable air-bubble massage plus accessibility features. Specific best-fit profiles include:

  • Buyers who want a low step-in threshold: The approximately 3-inch step-in is among the lowest on the market and reduces fall risk [103].
  • Buyers who value heated surfaces: The heated backrest with three temperature settings keeps the bather warm during slow fill and drain sequences [106].
  • Buyers who want fast fill and drain: Kohler's Fast-Drain Technology reduces wait time, which is important for older adults who may get cold waiting in the tub [107].
  • Buyers who want adjustable intensity: The ability to dial down to a very gentle bubble flow is a core strength [110].
  • Buyers who want a combination system: Those who want both gentle air massage and the option of stronger whirlpool hydrotherapy in one tub [113].
  • Households with adequate hot water: A 50+ gallon water heater is recommended; the 85-gallon tub capacity can exhaust smaller heaters [116].

Probably Not Best Suited For

  • Buyers seeking a pure air-only system: The documented configuration includes 10 hydrotherapy whirlpool jets alongside the 17 BubbleMassage™ air jets [117]. Buyers who want no water-pressure jets at all should look elsewhere.
  • Budget-conscious buyers: Installed costs typically range $6,000–$12,000+ and can exceed $25,000 for premium configurations [121]. Brands like Ella's Bubbles, American Standard, or AmeriGlide may offer lower entry prices (anthropic).
  • Tall users (5'10" and above): Customer reviews indicate water depth at the fill line may be insufficient for comfortable immersion, with one reviewer noting the tub is "good for short waisted users no taller than 5'6"" [124]. Another user with a 50-gallon water heater reported hot water exhausted before the tub filled adequately [125].
  • Buyers who require verified noise specifications: No reliable decibel ratings were found, and one platform reported the blower can be loud in small tiled bathrooms [126].
  • Buyers who need wheelchair accessibility: Kohler does not offer bariatric or wheelchair-accessible slide-in walk-in models [127].
  • Renters or temporary residents: The high installation cost and permanent integration make this impractical for non-permanent homes (anthropic).

When Another Option May Be Better

Consider an alternative when any of the following apply:

  • Air-only preference is non-negotiable: Brands specializing in air-only tubs without whirlpool jets may better match the gentlest possible experience (openai, anthropic, perplexity, deepseek).
  • Budget is the primary constraint: Lower-cost options from Safe Step, Ella's Bubbles, or AmeriGlide may offer adequate air massage at a fraction of Kohler's installed cost (anthropic, deepseek).
  • Water heater upgrade is infeasible: If the home cannot support a 50+ gallon water heater or the upgrade cost (up to $3,000) is prohibitive, the 85-gallon tub capacity may be impractical [128].
  • Noise sensitivity is a top concern: Buyers who need proven quiet operation should seek brands that publish decibel ratings or offer ultra-quiet blowers [129].
  • Wheelchair transfer is required: Kohler lacks L-shaped side doors or barrier-free wheelchair models [131].
  • Transparent pricing is essential: Buyers who need a firm all-in installed price before a sales consultation may prefer brands with published pricing [132].

Questions to Verify Before Buying

  1. Can the hydrotherapy whirlpool jets be excluded from the order, disabled independently, or left permanently unused while retaining BubbleMassage™ air jets? (openai, anthropic, perplexity)
  2. How many air jets are included in the quoted configuration, and where exactly are they located? (openai, deepseek)
  3. Does the exact walk-in model offer 3 intensity levels or up to 18 levels? Public documentation conflicts [134].
  4. Does the exact configuration include an automatic purge or drying cycle? Sources conflict on this feature [137].
  5. What is the measured noise level in decibels during air-only operation? No verified data was found (openai, anthropic, kimi).
  6. What is the exact water depth when filled to the recommended level, and is it adequate for the primary user's height? Customer reviews indicate depth limitations for taller users [139].
  7. Does the current water heater meet the 50-gallon minimum? If not, what is the actual upgrade cost? [140]
  8. What is the complete installed price, including demolition, plumbing, electrical work, wall panels, permits, disposal, taxes, and change-order rates? [141]
  9. What does the limited lifetime warranty cover and exclude? Are labor and replacement costs covered? [143]
  10. What cleaning agents and maintenance procedures are required for the air and water systems? One independent review documented algae buildup requiring frequent bleach cycles [145].
  11. Can the lowest air setting be demonstrated in person before purchase? (openai)
  12. What deposit, cancellation, delivery, installation, and service terms appear in the dealer contract? (openai, deepseek)

Final AI Consensus Verdict

The AI platform consensus is that Kohler is a good fit for gentle air massage bathing, with important caveats. Two platforms rated it "strong" (google, grok), three rated it "good" (anthropic, openai, deepseek), and two rated it "mixed" (kimi, perplexity). The BubbleMassage™ air jet system delivers a genuinely gentler, bubble-based massage experience with adjustable intensity and heated air technology that addresses the cold-draft problem common to air-jet tubs. The accessibility package—3-inch step-in, heated backrest, fast drain—is among the strongest in the category.

However, the fit is reduced by three factors. First, the walk-in bath is not an air-only system; it includes 10 hydrotherapy whirlpool jets that may be more forceful than the target buyer wants. Second, public documentation does not consistently verify the auto-purge cycle, noise levels, or cleaning requirements for the exact walk-in configuration. Third, total installed pricing is quote-based and varies widely, with estimates ranging from $4,500 to over $25,000.

Kohler should remain under consideration for older adults who want a premium, feature-rich walk-in bath with gentle air massage capability, but only after an authorized dealer confirms the exact air-only operating behavior, maintenance system, noise profile, and complete installed cost. For buyers who require a pure air-only system, verified specifications, or transparent pricing, alternatives may be better suited.

For a broader comparison of walk-in tubs with air jets, see the Gentle Air Massage Bathing consensus index. You can also browse other options in the walk in tubs category directory.

How This Review Was Produced

This review was produced by aggregating fit-research responses from seven AI platforms: anthropic, deepseek, google, grok, kimi, openai, and perplexity. Each platform evaluated Kohler's suitability for the "Gentle Air Massage Bathing" use case based on its own research of company-owned and independent sources. The research date for this study is 2026-08-13. Platform-reported research dates range from 2026-04-12 (deepseek) to 2026-08-20 (all others); these are provenance metadata and do not independently prove freshness.

The entity ranking statistics reflect which platforms named Kohler during the ranking discovery stage (4 of 7 platforms). All seven platforms provided fit assessments during the research stage. Fit ratings were assigned by each platform independently and are reported here without modification.

Methodology Limitations

  • Company-owned citations materially outnumber independent citations. Of the 40 deduplicated sources, 25 are company-owned, 14 are independent, and 1 has unclear ownership. Company claims should not be treated as independently verified.
  • The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
  • Platform-reported research dates differ from the authoritative run date. Deepseek's research date is 2026-04-12, while the run date is 2026-08-13.
  • Some specifications cited by platforms apply to related Kohler BubbleMassage™ products (drop-in, undermount, or freestanding baths) rather than the exact walk-in configuration. These are flagged as "partial" support in the source catalog and should be verified for the walk-in model specifically.
  • No platform conducted independent physical testing of the tub's massage intensity, noise levels, fill/drain times, or cleaning requirements.
  • Pricing estimates vary widely across sources and should be treated as directional rather than definitive.
  • AI-platform agreement does not prove product quality. This review reports what the platforms found in their research; it does not constitute independent verification of Kohler's claims.

Sources

Company-Owned Sources

Independent Sources

  • Kohler Walk-In Tub Review: 2026 Costs, Types & Top Models: https://modernize.com/walk-in-tubs/best-walk-in-tubs/kohler
  • Kohler Walk-In Bath Reviews from Real Customers: https://www.consumeraffairs.com/homeowners/kohler-walk-in-bath.html
  • Kohler Walk-In Bath Reviews from Real Customers | Page 2: https://www.consumeraffairs.com/homeowners/kohler-walk-in-bath.html?page=2
  • Kohler Walk-In Bath Reviews from Real Customers | Page 3: https://www.consumeraffairs.com/homeowners/kohler-walk-in-bath.html?page=3
  • Kohler Walk-In Bath Reviews from Real Customers | Page 4: https://www.consumeraffairs.com/homeowners/kohler-walk-in-bath.html?page=4
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    3. AI research evidence record openai:c1
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    14. AI research evidence record perplexity:c2
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    86. AI research evidence record perplexity:c11
    87. AI research evidence record google:c5
    88. AI research evidence record openai:c8
    89. AI research evidence record deepseek:c1
    90. AI research evidence record grok:c2
    91. AI research evidence record perplexity:c6
    92. AI research evidence record anthropic:c7
    93. AI research evidence record anthropic:c5
    94. AI research evidence record anthropic:c6
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    104. AI research evidence record anthropic:c1
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    110. AI research evidence record google:c1
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    120. AI research evidence record perplexity:c5
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    124. AI research evidence record anthropic:c19
    125. AI research evidence record anthropic:c20
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    128. AI research evidence record anthropic:c20
    129. AI research evidence record kimi:c1
    130. AI research evidence record google:c2
    131. AI research evidence record google:c5
    132. AI research evidence record openai:c8
    133. AI research evidence record perplexity:c6
    134. AI research evidence record openai:c2
    135. AI research evidence record kimi:c2
    136. AI research evidence record google:c1
    137. AI research evidence record deepseek:c1
    138. AI research evidence record openai:c1
    139. AI research evidence record anthropic:c19
    140. AI research evidence record anthropic:c20
    141. AI research evidence record openai:c8
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Other Sources

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    2. AI research evidence record anthropic:c2
    3. AI research evidence record openai:c1
    4. AI research evidence record anthropic:c1
    5. AI research evidence record anthropic:c3
    6. AI research evidence record perplexity:c4
    7. AI research evidence record anthropic:c10
    8. AI research evidence record perplexity:c2
    9. AI research evidence record openai:c2
    10. AI research evidence record anthropic:c2
    11. AI research evidence record kimi:c2
    12. AI research evidence record kimi:c4
    13. AI research evidence record google:c1
    14. AI research evidence record perplexity:c2
    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 openai:c1
    19. AI research evidence record anthropic:c1
    20. AI research evidence record perplexity:c4
    21. AI research evidence record perplexity:c5
    22. AI research evidence record openai:c5
    23. AI research evidence record google:c5
    24. AI research evidence record openai:c8
    25. AI research evidence record deepseek:c1
    26. AI research evidence record grok:c2
    27. AI research evidence record perplexity:c6
    28. AI research evidence record anthropic:c4
    29. AI research evidence record anthropic:c5
    30. AI research evidence record anthropic:c6
    31. AI research evidence record anthropic:c8
    32. AI research evidence record perplexity:c11
    33. AI research evidence record openai:c2
    34. AI research evidence record anthropic:c2
    35. AI research evidence record perplexity:c7
    36. AI research evidence record kimi:c2
    37. AI research evidence record kimi:c4
    38. AI research evidence record google:c1
    39. AI research evidence record deepseek:c1
    40. AI research evidence record google:c4
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    42. AI research evidence record perplexity:c15
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    44. AI research evidence record openai:c4
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    46. AI research evidence record anthropic:c3
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    49. AI research evidence record perplexity:c4
    50. AI research evidence record kimi:c8
    51. AI research evidence record openai:c1
    52. AI research evidence record anthropic:c1
    53. AI research evidence record perplexity:c4
    54. AI research evidence record perplexity:c2
    55. AI research evidence record openai:c2
    56. AI research evidence record kimi:c2
    57. AI research evidence record kimi:c4
    58. AI research evidence record kimi:c8
    59. AI research evidence record anthropic:c2
    60. AI research evidence record google:c1
    61. AI research evidence record anthropic:c11
    62. AI research evidence record anthropic:c12
    63. AI research evidence record google:c2
    64. AI research evidence record deepseek:c1
    65. AI research evidence record google:c4
    66. AI research evidence record perplexity:c12
    67. AI research evidence record perplexity:c15
    68. AI research evidence record openai:c4
    69. AI research evidence record openai:c5
    70. AI research evidence record anthropic:c15
    71. AI research evidence record kimi:c1
    72. AI research evidence record anthropic:c14
    73. AI research evidence record anthropic:c16
    74. AI research evidence record kimi:c5
    75. AI research evidence record openai:c6
    76. AI research evidence record openai:c7
    77. AI research evidence record perplexity:c3
    78. AI research evidence record anthropic:c20
    79. AI research evidence record openai:c8
    80. AI research evidence record anthropic:c5
    81. AI research evidence record anthropic:c6
    82. AI research evidence record anthropic:c7
    83. AI research evidence record anthropic:c8
    84. AI research evidence record perplexity:c6
    85. AI research evidence record anthropic:c4
    86. AI research evidence record perplexity:c11
    87. AI research evidence record google:c5
    88. AI research evidence record openai:c8
    89. AI research evidence record deepseek:c1
    90. AI research evidence record grok:c2
    91. AI research evidence record perplexity:c6
    92. AI research evidence record anthropic:c7
    93. AI research evidence record anthropic:c5
    94. AI research evidence record anthropic:c6
    95. AI research evidence record anthropic:c8
    96. AI research evidence record kimi:c2
    97. AI research evidence record perplexity:c12
    98. AI research evidence record anthropic:c9
    99. AI research evidence record anthropic:c15
    100. AI research evidence record google:c5
    101. AI research evidence record anthropic:c14
    102. AI research evidence record anthropic:c16
    103. AI research evidence record openai:c1
    104. AI research evidence record anthropic:c1
    105. AI research evidence record google:c5
    106. AI research evidence record openai:c5
    107. AI research evidence record openai:c6
    108. AI research evidence record openai:c7
    109. AI research evidence record perplexity:c3
    110. AI research evidence record google:c1
    111. AI research evidence record google:c2
    112. AI research evidence record anthropic:c11
    113. AI research evidence record perplexity:c2
    114. AI research evidence record perplexity:c4
    115. AI research evidence record perplexity:c5
    116. AI research evidence record anthropic:c20
    117. AI research evidence record openai:c1
    118. AI research evidence record anthropic:c1
    119. AI research evidence record perplexity:c4
    120. AI research evidence record perplexity:c5
    121. AI research evidence record anthropic:c4
    122. AI research evidence record anthropic:c8
    123. AI research evidence record perplexity:c11
    124. AI research evidence record anthropic:c19
    125. AI research evidence record anthropic:c20
    126. AI research evidence record google:c2
    127. AI research evidence record google:c5
    128. AI research evidence record anthropic:c20
    129. AI research evidence record kimi:c1
    130. AI research evidence record google:c2
    131. AI research evidence record google:c5
    132. AI research evidence record openai:c8
    133. AI research evidence record perplexity:c6
    134. AI research evidence record openai:c2
    135. AI research evidence record kimi:c2
    136. AI research evidence record google:c1
    137. AI research evidence record deepseek:c1
    138. AI research evidence record openai:c1
    139. AI research evidence record anthropic:c19
    140. AI research evidence record anthropic:c20
    141. AI research evidence record openai:c8
    142. AI research evidence record perplexity:c6
    143. AI research evidence record anthropic:c9
    144. AI research evidence record google:c5
    145. AI research evidence record anthropic:c16

Verify this research

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
40
Ranking mentions
4 of 7
Platform share
57%
Final consensus rank
#4

Research trail and source mix

Platforms

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

Source mix

14 independent · 25 company-owned · 1 unclear

Evidence support

27 direct · 13 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 5f146881eec38330da44a646c4deff2ab99d2db5bbc52dad240446c243d46b2e