AI Consensus Fit Review

NAHB CAPS Directory for Senior Home Accessibility Renovations - AI Consensus Fit Review

The NAHB CAPS Directory is a good fit as a starting point for homeowners planning Senior Home Accessibility Renovations, but it is not a full-service renovation provider.

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NAHB CAPS Directory for Senior Home Accessibility Renovations hero image
home-safetyPublished by Aging in Place Index to support informed aging-in-place decisions.

Answer Capsule

The NAHB CAPS Directory is a good fit as a starting point for homeowners planning Senior Home Accessibility Renovations, but it is not a full-service renovation provider. Four of seven AI platforms named it during the ranking stage (57% platform share), with an average listed rank of 2.25 and a best rank of 1. The strongest reason to consider it: it is the industry's primary free tool for locating and verifying professionals holding the Certified Aging-in-Place Specialist (CAPS) credential, which requires aging-in-place-specific training. The main limitation: the directory provides no standardized home safety assessments, pricing transparency, warranty coverage, contractor ratings, or project management—all of which must be independently verified with each listed provider. Platform fit ratings ranged from "mixed" to "strong," with five of seven rating it "good" or better.

Research Snapshot

MetricValue
Platform mentions in ranking stage4 of 7 platforms (anthropic, deepseek, grok, openai)
Share of included platform responses57.1%
Average listed rank2.25
Best listed rank1 (anthropic, openai)
Relevant product/model/planCAPS Directory search for local Certified Aging-in-Place Specialists (remodelers, contractors, designers, occupational therapists, consultants)
Overall use-case fitGood (5 platforms), Strong (2 platforms), Mixed (1 platform)
Research date2026-08-13

Why NAHB CAPS Directory Qualified for This Study

The NAHB CAPS Directory qualified because it directly addresses the core buyer need: finding professionals with verified aging-in-place credentials for senior home accessibility renovations. The CAPS credential is awarded by the National Association of Home Builders (NAHB) and was developed in collaboration with AARP, the NAHB Research Center, and the NAHB Seniors Housing Council [1]. The credential requires completion of three courses covering aging-in-place client communication, livable-home design concepts, and detailed aging-in-place solutions [2]. The directory allows searches by designation, location, specialty, or business type [4]. Four of seven platforms named it during the ranking stage, and it received a best rank of 1 from two platforms.

The Product, Model, Plan, or Service Most Relevant to Senior Home Accessibility Renovations

The relevant product is the CAPS Directory search function, which lets homeowners locate local Certified Aging-in-Place Specialists by zip code, state, designation, specialty, or business type [6]. The directory lists remodelers, contractors, designers, occupational therapists, consultants, and related specialists [6]. It is publicly accessible without NAHB membership and is free to search [9]. The directory is updated weekly and displays only active credential holders; contractors missing from the directory have either expired or never-issued credentials [11]. Credential verification takes approximately two minutes [7].

What the AI Platforms Agreed About

Strong agreement: The directory is a credential-verification and lead-generation tool, not a renovation provider. All seven platforms characterized the NAHB CAPS Directory as a searchable registry of credentialed professionals rather than a turnkey service. OpenAI stated it "is not itself a renovation provider, home-assessment service, bidding platform, or warranty administrator" [12]. Anthropic called it "essential infrastructure for the aging-in-place market but... most valuable as a starting point, not as a complete solution" [13].

Strong agreement: The CAPS credential is relevant to aging-in-place work. The credential covers technical, business management, and customer service skills specific to aging-in-place home modifications [17]. The program was developed with AARP and requires three courses [18]. CAPS holders must maintain the credential through continuing education—four hours annually per NAHB materials [20] or 12 hours every three years per independent sources [21].

Strong agreement: The directory is free for homeowners. OpenAI, Anthropic, DeepSeek, Grok, and Google all reported no consumer fee for searching the directory [22]. Google rated pricing confidence as "high" for the directory access cost of $0 [25].

Majority agreement: The directory does not verify licensing, insurance, or workmanship. Six platforms noted that CAPS status alone does not confirm current state licensing, liability insurance, workers' compensation coverage, or construction quality [26]. While remodeler and contractor applicants must provide proof of liability and workers' compensation insurance or employment by a company holding them, plus a valid business license where required [26], the directory does not establish that every current listing has continuously valid coverage [26].

Majority agreement: No centralized warranty or dispute resolution exists. Six platforms found no NAHB-administered warranty, workmanship guarantee, complaint tracking, or homeowner protection mechanism [12]. Warranty terms must be negotiated directly with the selected contractor.

Where the AI Platforms Disagreed or Were Uncertain

Fit rating varied from "mixed" to "strong." DeepSeek and Grok rated the directory a "strong" fit [30]. OpenAI, Anthropic, Google, and Perplexity rated it "good" [32]. Kimi rated it "mixed," describing it as "a legitimate, free credential verification tool and starting point" but "not a curated marketplace" and lacking consumer protections [36].

Continuing education requirements conflict. NAHB's own materials state CAPS holders must complete four hours of relevant continuing education annually [38]. An independent source cited by Anthropic states 12 hours every three years plus annual community-service reporting [39]. These requirements are not necessarily contradictory—four hours annually equals 12 hours over three years—but the platforms presented them differently, and buyers should verify current requirements directly with NAHB.

Directory update frequency is uncertain. Anthropic reported the directory is updated weekly [40]. DeepSeek noted it was "unclear if the directory is regularly updated" [30]. Kimi flagged uncertainty about whether credential status updates in real-time or with delays [36]. No platform provided NAHB documentation confirming update frequency.

Number of listed professionals is unknown. Anthropic reported more than 8,000 professionals have earned the CAPS designation nationally, but noted no public information on how many are currently listed in the directory [41]. DeepSeek and Kimi both noted the exact number of active CAPS professionals is not disclosed [30].

Pricing confidence varied widely. Google rated pricing confidence "high" for the $0 directory access cost [34]. OpenAI rated pricing confidence "moderate" [42]. Anthropic, Grok, and Perplexity rated pricing confidence "low" [43]. Kimi rated it "moderate" [44]. The disagreement centers on whether contractor pricing can be estimated from directory use alone.

Use-Case-Specific Features and Capabilities

CAPS Credential Verification (Advantage)

The directory's primary function is verifying that a professional holds an active CAPS credential [45]. The CAPS program covers aging-in-place communication, livable-home design, and detailed solutions [48]. The credential requires three courses and continuing education [48]. Only active credential holders are listed [50].

Search Functionality (Advantage)

The directory supports searches by designation, location (zip code or state), specialty, and business type [45]. This allows homeowners to build a local shortlist of professionals with aging-in-place specialization [45]. The directory is publicly accessible without NAHB membership [51].

Assessment Quality (Limitation)

CAPS coursework is relevant to aging-in-place design, but the directory does not establish that every listed provider performs a standardized in-home safety assessment, uses an occupational therapist, or provides a written assessment report [48]. Independent sources note CAPS contractors vary in assessment approach—some offer independent evaluations with written reports, others use assessments as lead generation for installation work [52]. CAPS evaluates the home environment, not the user's medical condition; for complex mobility profiles, independent occupational therapy evaluation is recommended in parallel [53].

Project Execution (Neutral to Limitation)

CAPS requirements include insurance and licensing documentation for remodeler and contractor applicants [54]. However, the credential does not guarantee on-time or high-quality execution [55]. The directory does not include contractor performance metrics, complaint history, or quality assurance mechanisms [56]. CAPS is not a license to do construction; it is a credential signaling specialization [57].

Pricing Transparency (Limitation)

The directory provides no pricing, quotes, or bidding mechanism [58]. Costs depend on the contractor and project specifics [55]. Independent sources report typical 2026 ranges: bathroom safety upgrades $2,000-$6,000; walk-in showers $4,000-$15,000; stair lifts $3,500-$5,500 (straight) or $10,000-$20,000 (curved); wheelchair ramps $4,000-$9,000 [60]. CAPS-certified contractors typically charge a 10-25% premium over general contractors for specialized work [61]. Bathroom remodels generally cost at least $15,000 [62].

Warranty Coverage (Unclear to Limitation)

No centralized NAHB CAPS directory warranty, workmanship guarantee, contractor bond, or homeowner protection policy was identified [45]. Warranty terms are set by individual contractors, not standardized by CAPS or NAHB [63]. Standard industry practice is one year on labor with manufacturer warranty on materials [64].

Pricing, Fees, Contracts, and Ongoing Costs

Directory access: Free. All platforms that reported pricing agreed the directory search is free for homeowners [65]. No homeowner subscription, lead fee, project fee, or standard directory-use charge was identified [65].

Credential costs (not homeowner charges): Contractor CAPS credential costs include course fees of $299 for NAHB members or $399 for non-members, plus graduation and annual renewal fees [65]. Published graduation fees are $95/$145 for the standard option and $195/$245 for the premium option, depending on NAHB membership [65]. Lapsed credentials over one year require a $50 reinstatement fee plus renewal [70]. These are costs for professionals, not homeowners.

Assessment costs: Independent sources report CAPS evaluations range from $150-$400 for a 60-90 minute assessment plus written report [71]. Google reported a wider range of $300-$1,000 for home safety assessments and consulting rates of $75-$200 per hour [69]. Evaluations are often credited toward project cost if the same contractor is hired, but not always [71].

Project costs: No standardized pricing exists. Independent sources report hourly project labor of $75-$150/hour comparable to licensed remodelers [71]. Typical modification costs include bathroom remodels at least $15,000, flooring $1-$12 per square foot, and touchless faucets $150-$275+ [72].

Contracts and cancellation: No centralized homeowner contract, cancellation policy, refund policy, or dispute-resolution process exists [65]. Contract terms, deposits, payment milestones, change-order rules, permit responsibilities, and warranty terms must be negotiated with the selected provider [65]. Industry-standard payment structure is 10% deposit at signing, 40% at material delivery, 40% at substantial completion, 10% after final inspection [73].

Additional fees to verify: Travel fees for remote areas, permit costs (variable by municipality), material markups (contractor-specific), and change-order fees for scope modifications [73].

Best Suited For

  • Homeowners seeking to verify a contractor's CAPS credential status before hiring [74]
  • Buyers starting their search for aging-in-place specialists with no local referrals [76]
  • Homeowners who want to build a shortlist of professionals with verified aging-in-place training [77]
  • Occupational therapists, case managers, and discharge planners referring credentialed contractors to clients [74]
  • Buyers who have already completed an occupational therapy assessment and need qualified contractors to execute modifications [78]
  • Homeowners who prioritize contractor specialization in aging-in-place modifications over general construction contractors [79]

Probably Not Best Suited For

  • Homeowners seeking a standardized professional home safety assessment—the directory is a contractor registry, not an assessment service [80]
  • Buyers wanting pricing estimates or cost transparency through a single platform [82]
  • Buyers seeking warranty, guarantee, or quality assurance coverage from the directory itself [80]
  • Homeowners in areas with limited CAPS professional availability—rural or less-populated areas may have few or no listed specialists [85]
  • Buyers preferring integrated project management from assessment through completion [81]
  • Homeowners seeking reviews, ratings, or independent quality verification of contractors [81]
  • Buyers who want a single vendor with published pricing, bundled scope, or turnkey project management [87]
  • Homeowners needing immediate emergency repairs without lead time to screen and hire a contractor [83]

When Another Option May Be Better

  • When a standardized functional or fall-risk assessment is the priority: Consider a qualified occupational therapist or aging-in-place assessment provider first, potentially followed by a CAPS remodeler [88]. CAPS evaluates the home, not the user's medical condition [89].
  • When the buyer wants multiple comparable bids, verified reviews, financing, or centralized warranties: A local established remodeling firm, vetted referral network, or specialized accessibility-renovation marketplace may be better [88]. Platforms like Angi or Houzz offer more vendor reviews and bidding [90].
  • When the project requires major structural changes, complex permitting, or engineering: Prioritize a properly licensed contractor with documented structural-remodeling experience and obtain independent design or engineering review [88].
  • When the homeowner wants a single accountable provider from assessment through construction: Select a firm that explicitly offers that full scope rather than relying only on a directory listing [88]. Full-service design-build firms may be more appropriate [90].
  • When the buyer wants a single nationwide brand managing both assessment and installation under one corporate warranty: Consider national accessibility providers with standardized menu pricing [91].
  • For government-subsidized renovations: State or local housing agencies are better sources [90].
  • For license verification: State contractor boards are needed [92].
  • For Medicare Advantage, LTC, or VA coverage coordination: Specialized brokers or platforms may assist [92].

Questions to Verify Before Buying

  1. Is the provider's CAPS credential currently active, and what is the credential holder's exact role on the project? [93]
  2. Does the provider personally conduct written home accessibility assessments, or do they subcontract that work? [93]
  3. Will the assessment be written, independent of sales pressure, and property of the homeowner regardless of hiring decision? [94]
  4. What is the exact assessment fee, and is it fully creditable toward project cost? [95]
  5. Does the contractor hold a current state license and general liability insurance? Verify with the state board [96].
  6. Can the contractor provide references for comparable aging-in-place projects completed in the local area? [93]
  7. What specific accessibility projects do they complete most often: ramps, bathroom remodels, doorway widening, stair solutions, or whole-home modifications? [97]
  8. Who handles design, structural engineering, permitting, inspections, and coordination with occupational therapists? [93]
  9. What is the complete itemized price, including assessment, design, labor, materials, permits, engineering, disposal, taxes, and change orders? [93]
  10. What deposit and payment schedule applies, and under what circumstances can the homeowner cancel? [93]
  11. What warranty covers labor versus materials, and for what duration? Who services warranty claims? [98]
  12. How will the contractor protect an occupied home, manage dust and noise, maintain access, and handle schedule changes? [93]
  13. Will the contractor coordinate with an occupational therapist or accept OT recommendations? [99]
  14. Can the contractor show current insurance certificates and verify licensing directly with the relevant state or local authority? [93]

Final AI Consensus Verdict

The AI platforms reached a strong consensus that the NAHB CAPS Directory is a good—but partial—solution for senior home accessibility renovations. Five of seven platforms rated it "good" or better, with two rating it "strong" and one rating it "mixed." The directory successfully solves the credential verification problem: it is free, publicly accessible, searchable by location and specialty, and lists only active CAPS credential holders [100]. The CAPS credential itself is relevant, having been developed with AARP and requiring three courses in aging-in-place design and solutions [103].

However, the directory leaves critical gaps that no platform disputed: no home assessment services, no pricing information, no quality assurance, no contractor vetting beyond credential status, no warranty administration, and no project management [105]. The recommended best practice across platforms is consistent: (1) use the directory to find CAPS professionals in your area; (2) hire an occupational therapist separately for a comprehensive home assessment if needed; (3) contact CAPS contractors to request quotes based on the assessment; (4) independently verify licensing, insurance, and references; and (5) negotiate contracts and warranties directly [100].

The NAHB CAPS Directory is best understood as the starting point for finding qualified aging-in-place professionals, not as a complete purchasing decision tool for a structural accessibility remodel. For a broader comparison of home modification service options for seniors, see the Senior Home Accessibility Renovations consensus index. You can also explore related options in the home safety category directory.

How This Review Was Produced

This review was produced by aggregating fit-research responses from seven AI platforms (OpenAI, Anthropic, DeepSeek, Grok, Perplexity, Kimi, and Google) that evaluated the NAHB CAPS Directory for the specific use case of senior home accessibility renovations. Each platform assessed the entity against five criteria: CAPS credentials, assessment quality, project execution, pricing transparency, and warranty coverage. Platform responses were compiled on the authoritative research date of 2026-08-13. The entity's ranking statistics were calculated from platforms that named it during the ranking stage (4 of 7 platforms). All factual claims are cited to the supplied source catalog, which includes NAHB-owned materials and independent sources.

Methodology Limitations

  • Platform-reported research dates differ: DeepSeek's response is dated 2026-04-12, while the authoritative run date is 2026-08-13. This discrepancy is disclosed as a methodology limitation.
  • Platform mentions vs. evaluations: All seven platforms evaluated fit, but platform_mentions (4) counts only platforms that named the entity during ranking discovery. The other three platforms evaluated it without ranking it.
  • Source validation: The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
  • Conflicting facts not resolved: Where platforms disagreed (e.g., continuing education requirements, directory update frequency, number of listed professionals), the conflict is described rather than resolved by guessing.
  • Company-owned vs. independent evidence: Six sources are NAHB-owned, six are independent, and seven have unclear ownership. Claims from NAHB-owned sources describe the credential program's intended design; they do not independently verify that every listed professional meets those standards in practice.
  • No independent testing: This review does not claim personal testing, customer experience, or independent verification of any listed professional's work quality.
  • AI agreement does not prove quality: Agreement among AI platforms reflects consistency in their assessment of available sources; it does not independently establish the quality of any contractor listed in the directory.

Sources

Company-Owned Sources

  • Ace Access Homes | Aging-in-Place & Accessibility Contractors: https://aceaccesshomes.com/
  • Additional AI research evidence110 records
    1. AI research evidence record anthropic:c2
    2. AI research evidence record openai:c2
    3. AI research evidence record anthropic:c3
    4. AI research evidence record openai:c1
    5. AI research evidence record anthropic:c4
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    7. AI research evidence record anthropic:c4
    8. AI research evidence record anthropic:c14
    9. AI research evidence record anthropic:c9
    10. AI research evidence record deepseek:c1
    11. AI research evidence record anthropic:c5
    12. AI research evidence record openai:c1
    13. AI research evidence record anthropic:c4
    14. AI research evidence record anthropic:c5
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    21. AI research evidence record anthropic:c6
    22. AI research evidence record openai:c4
    23. AI research evidence record deepseek:c1
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    25. AI research evidence record google:c1
    26. AI research evidence record openai:c3
    27. AI research evidence record anthropic:c13
    28. AI research evidence record perplexity:c1
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    30. AI research evidence record deepseek:c1
    31. AI research evidence record grok:c1
    32. AI research evidence record openai:c1
    33. AI research evidence record anthropic:c1
    34. AI research evidence record google:c1
    35. AI research evidence record perplexity:c1
    36. AI research evidence record kimi:c2
    37. AI research evidence record kimi:c4
    38. AI research evidence record openai:c5
    39. AI research evidence record anthropic:c6
    40. AI research evidence record anthropic:c9
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    43. AI research evidence record anthropic:c7
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    46. AI research evidence record anthropic:c4
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    48. AI research evidence record openai:c2
    49. AI research evidence record openai:c5
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    51. AI research evidence record anthropic:c14
    52. AI research evidence record kimi:c1
    53. AI research evidence record kimi:c4
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    61. AI research evidence record anthropic:c7
    62. AI research evidence record anthropic:c8
    63. AI research evidence record kimi:c2
    64. AI research evidence record kimi:c5
    65. AI research evidence record openai:c4
    66. AI research evidence record anthropic:c9
    67. AI research evidence record deepseek:c1
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    69. AI research evidence record google:c1
    70. AI research evidence record anthropic:c6
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    73. AI research evidence record kimi:c5
    74. AI research evidence record anthropic:c4
    75. AI research evidence record google:c1
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    87. AI research evidence record perplexity:c1
    88. AI research evidence record openai:c1
    89. AI research evidence record kimi:c4
    90. AI research evidence record deepseek:c1
    91. AI research evidence record google:c1
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Independent Sources

  • How to Choose a CAPS-Certified Contractor (2026: https://adahomefinder.com/blog/how-to-choose-caps-certified-contractor/
  • How to Find a CAPS-Certified Aging-in-Place Specialist: https://homesimprover.com/bathroom-safety/find-caps-specialist/
  • How to Find a Senior-Friendly Contractor: 2026 Guide: https://homesimprover.com/find-contractor/find-senior-friendly-contractor/
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    2. AI research evidence record openai:c2
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    35. AI research evidence record perplexity:c1
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    88. AI research evidence record openai:c1
    89. AI research evidence record kimi:c4
    90. AI research evidence record deepseek:c1
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    98. AI research evidence record kimi:c5
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    101. AI research evidence record anthropic:c5
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    105. AI research evidence record openai:c1
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Other Sources

  • Certified Aging in Place Specialist (CAPS) – Accessible Construction: https://accessibleconstruction.com/pages/certified-aging-in-place
  • What is a Certified Aging in Place Specialist (CAPS)? - Senior home expert: https://agefearlessacademy.com/what-is-a-certified-aging-in-place-specialist-caps/
  • How to Get CAPS Certified | AgeProofPros: https://ageproofpros.com/guides/how-to-get-caps-certified
  • What is CAPS Certification? Costs, Requirements & Directory: https://legaleaglecontractors.com/what-is-caps-certification/
  • Find an Aging-in-Place Contractor Near Me (2026): CAPS and General Contractors | AgeInPlaceGuide.com: https://www.ageinplaceguide.com/aging-in-place-contractor-near-me
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    2. AI research evidence record openai:c2
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    5. AI research evidence record anthropic:c4
    6. AI research evidence record openai:c1
    7. AI research evidence record anthropic:c4
    8. AI research evidence record anthropic:c14
    9. AI research evidence record anthropic:c9
    10. AI research evidence record deepseek:c1
    11. AI research evidence record anthropic:c5
    12. AI research evidence record openai:c1
    13. AI research evidence record anthropic:c4
    14. AI research evidence record anthropic:c5
    15. AI research evidence record anthropic:c9
    16. AI research evidence record anthropic:c12
    17. AI research evidence record anthropic:c1
    18. AI research evidence record anthropic:c2
    19. AI research evidence record anthropic:c3
    20. AI research evidence record openai:c5
    21. AI research evidence record anthropic:c6
    22. AI research evidence record openai:c4
    23. AI research evidence record deepseek:c1
    24. AI research evidence record grok:c1
    25. AI research evidence record google:c1
    26. AI research evidence record openai:c3
    27. AI research evidence record anthropic:c13
    28. AI research evidence record perplexity:c1
    29. AI research evidence record kimi:c2
    30. AI research evidence record deepseek:c1
    31. AI research evidence record grok:c1
    32. AI research evidence record openai:c1
    33. AI research evidence record anthropic:c1
    34. AI research evidence record google:c1
    35. AI research evidence record perplexity:c1
    36. AI research evidence record kimi:c2
    37. AI research evidence record kimi:c4
    38. AI research evidence record openai:c5
    39. AI research evidence record anthropic:c6
    40. AI research evidence record anthropic:c9
    41. AI research evidence record anthropic:c10
    42. AI research evidence record openai:c4
    43. AI research evidence record anthropic:c7
    44. AI research evidence record kimi:c3
    45. AI research evidence record openai:c1
    46. AI research evidence record anthropic:c4
    47. AI research evidence record google:c1
    48. AI research evidence record openai:c2
    49. AI research evidence record openai:c5
    50. AI research evidence record anthropic:c5
    51. AI research evidence record anthropic:c14
    52. AI research evidence record kimi:c1
    53. AI research evidence record kimi:c4
    54. AI research evidence record openai:c3
    55. AI research evidence record deepseek:c1
    56. AI research evidence record anthropic:c6
    57. AI research evidence record anthropic:c13
    58. AI research evidence record openai:c4
    59. AI research evidence record perplexity:c1
    60. AI research evidence record kimi:c3
    61. AI research evidence record anthropic:c7
    62. AI research evidence record anthropic:c8
    63. AI research evidence record kimi:c2
    64. AI research evidence record kimi:c5
    65. AI research evidence record openai:c4
    66. AI research evidence record anthropic:c9
    67. AI research evidence record deepseek:c1
    68. AI research evidence record grok:c1
    69. AI research evidence record google:c1
    70. AI research evidence record anthropic:c6
    71. AI research evidence record kimi:c3
    72. AI research evidence record anthropic:c8
    73. AI research evidence record kimi:c5
    74. AI research evidence record anthropic:c4
    75. AI research evidence record google:c1
    76. AI research evidence record kimi:c2
    77. AI research evidence record openai:c1
    78. AI research evidence record anthropic:c12
    79. AI research evidence record anthropic:c1
    80. AI research evidence record openai:c1
    81. AI research evidence record anthropic:c4
    82. AI research evidence record anthropic:c7
    83. AI research evidence record deepseek:c1
    84. AI research evidence record kimi:c2
    85. AI research evidence record anthropic:c10
    86. AI research evidence record kimi:c4
    87. AI research evidence record perplexity:c1
    88. AI research evidence record openai:c1
    89. AI research evidence record kimi:c4
    90. AI research evidence record deepseek:c1
    91. AI research evidence record google:c1
    92. AI research evidence record kimi:c2
    93. AI research evidence record openai:c1
    94. AI research evidence record kimi:c2
    95. AI research evidence record kimi:c3
    96. AI research evidence record anthropic:c4
    97. AI research evidence record perplexity:c1
    98. AI research evidence record kimi:c5
    99. AI research evidence record kimi:c4
    100. AI research evidence record anthropic:c4
    101. AI research evidence record anthropic:c5
    102. AI research evidence record anthropic:c9
    103. AI research evidence record anthropic:c2
    104. AI research evidence record anthropic:c3
    105. AI research evidence record openai:c1
    106. AI research evidence record deepseek:c1
    107. AI research evidence record perplexity:c1
    108. AI research evidence record kimi:c2
    109. AI research evidence record google:c1
    110. AI research evidence record kimi:c4

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
19
Ranking mentions
4 of 7
Platform share
57%
Final consensus rank
#2

Research trail and source mix

Platforms

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

Source mix

6 independent · 6 company-owned · 7 unclear

Evidence support

17 direct · 2 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 4017d0f040f141a63391c1d4e42c2cc845d99b3418db54c8db68811f90486b6a