Life Insurance
Consensus Index

AI Consensus Fit Review

Protective Life Insurance After Prostate Cancer Fit Review

Protective Life is a mixed-to-good fit for Life Insurance After Prostate Cancer, depending on how the buyer weighs underwriting transparency against product flexibility.

Research: 2026-09-227 usable platform responsesRead the methodology ↗

Share

Answer Capsule

Protective Life is a mixed-to-good fit for Life Insurance After Prostate Cancer, depending on how the buyer weighs underwriting transparency against product flexibility. Four of the seven platforms in this study named Protective Life during the ranking stage — a 57% share — and its average listed rank was 4.5, with a best rank of 2. The strongest reason to consider it is Protective Classic Choice Term: a medically underwritten term policy with 10- to 40-year level-premium periods and a conversion option that can preserve access to permanent coverage without new medical underwriting. The main limitation is that Protective does not publicly disclose prostate-cancer-specific underwriting criteria, pricing, or acceptance standards, so approval, rate class, and cost cannot be predicted before applying.

Research Snapshot

FieldFinding
Platform mentions in ranking stage4 of 7 platforms (anthropic, deepseek, google, grok)
Share of included platform responses57.1%
Average listed rank4.5
Best listed rank2
Relevant product/model/planProtective Classic Choice Term, medically underwritten term life insurance, including 20- or 30-year options and the optional Conversion Choice rider with ExtendCare
Overall use-case fitMixed to good — plausible mainstream option, not a documented prostate-cancer specialist
Research date2026-09-22

Why Protective Life Qualified for This Study

Questions This Section Answers

  • Is Protective Life a good choice for life insurance after prostate cancer?
  • Why did AI platforms include Protective Life in a prostate cancer life insurance comparison?

Protective Life qualified because four of the seven platforms named it during ranking discovery, and because its flagship term product is medically underwritten — the underwriting channel that can, in principle, produce a standard or rated offer for a cancer history rather than an automatic decline [1]. Protective Classic Choice Term is described by Protective as a medically underwritten level term product with 20- and 30-year term options [1], and independent reviews describe it as offering 10-, 15-, 20-, 25-, 30-, 35-, and 40-year term options with level premiums during the selected initial term [2].

The platforms that named Protective did so for different reasons. Google reported that Protective is competitive for prostate cancer survivors, especially applicants age 70 or older with a stage 1 history [4], and that Protective can leverage multiple reinsurers for complex underwriting cases [5]. Grok cited an example of a 71-year-old diagnosed at 69 with stage T1a, Gleason 6, approved at standard rates [6]. Anthropic reported that Protective evaluates cancer diagnoses case-by-case [7] and that underwriters evaluate diagnosis, treatment history, and current health status [8]. Perplexity reported that Protective's quoting guide explicitly asks about prostate-cancer PSA levels at diagnosis and after treatment [9].

This is a fit-review inclusion, not a quality endorsement. Platform agreement that a carrier is worth considering does not establish that the carrier offers better rates, faster decisions, or more favorable underwriting than competitors.

The Product, Model, Plan, or Service Most Relevant to Life Insurance After Prostate Cancer

Questions This Section Answers

  • Which Protective Life plan is most relevant for a buyer with a history of prostate cancer?
  • Does Protective Classic Choice Term require a medical exam for someone with a prostate cancer history?

The relevant offering is Protective Classic Choice Term, a medically underwritten term life policy issued by Protective life insurance Company [10]. Protective markets it as a free-quote term option and identifies Classic Choice Term as the quoted product [11]. The published product guide lists a $100,000 minimum face amount and issue ages of 18–70 for a 20-year plan and 18–58 for a 30-year plan, with lower tobacco issue-age limits [13].

Underwriting is the core mechanism for this use case. Protective places applicants into Select Preferred, Preferred, Non-Tobacco, or Tobacco underwriting categories based on current health and medical history, and some applications may qualify for accelerated underwriting, but the product remains subject to underwriting [13]. Protective's quoting guide asks detailed cancer-history questions, including type and location of cancer, diagnosis date, pathology details, metastasis, treatment type, treatment end date, recurrence, follow-up date, and prostate-cancer PSA levels at diagnosis and after treatment [15].

Two features matter most for a post-prostate-cancer buyer. First, the standard conversion provision permits conversion during specified periods without new medical underwriting, and the optional Conversion Choice rider with ExtendCare provides longer conversion access with no additional medical exams or underwriting at conversion, subject to rider and policy terms [17]. Second, term lengths up to 40 years let a buyer align coverage with a mortgage or dependent-support horizon [20].

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree on about Protective Life for prostate cancer life insurance?
  • Is Protective Classic Choice Term medically underwritten for cancer histories?

The clearest point of agreement is product structure. Platforms consistently identified Protective Classic Choice Term as a medically underwritten term policy with 20- and 30-year options [21]. Independent reviews add that all term lengths include a level premium throughout the policy life [24].

A second area of agreement is that Protective evaluates cancer histories individually rather than through a blanket rule. Independent sources state that Protective Life evaluates cancer diagnoses case-by-case [25] and that underwriters evaluate diagnosis, treatment history, and current health status [26]. Protective's own quoting guide asks for the specific clinical details that would drive that review [27].

A third area is conversion value. Multiple platforms noted that conversion to permanent coverage can occur without additional medical underwriting [28]. Independent commentary describes term-to-permanent conversion without new underwriting as particularly valuable for prostate cancer survivors who lock in a favorable classification now but may face health changes later [31].

A fourth area is that no single carrier is best for every prostate cancer applicant. Independent sources state that underwriting results vary greatly among impaired-risk insurers for prostate cancer cases [32] and that there is no one insurer that is best for all prostate cancer applicants [33].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Is Protective Life's prostate cancer underwriting more favorable than competing carriers?
  • Can a buyer predict Protective Life's rate class before applying with a prostate cancer history?

Platforms disagreed on overall fit rating. Anthropic, google, grok, and perplexity rated Protective a good fit; openai and deepseek rated it mixed; kimi rated it uncertain. That split reflects a shared evidence gap rather than a shared conclusion.

The sharpest disagreement concerns rate class. Anthropic reported that John Hancock, Banner Life, and Lincoln National offer preferred rates for cancer before age 60, while Protective uses a standard rate class [34]. A 2024 case study cited by anthropic showed Protective approving a 62-year-old at a Table 2 rating of $701 monthly versus Thrivent Standard at $449 [35]. Google cited the same Table 2 outcome as evidence that Protective may apply higher ratings than some aggressive niche competitors for elevated PSA [36]. Grok, by contrast, cited a 71-year-old with stage T1a, Gleason 6 approved at standard rates [37]. These are individual case outcomes, not published rate tables, and they point in different directions.

A second conflict concerns conversion features. Protective materials differ by distribution channel and publication date regarding conversion features and minimum face amounts, and some materials describe Conversion Choice with ExtendCare as included with Classic Choice Term while others describe it as an optional rider [38]. Buyers must confirm whether it is included, optional, and available in their state.

A third conflict concerns no-exam limits. One independent review states no-exam term coverage is limited to $250,000 [39]. Another states the accelerated non-medical PLUS underwriting maximum is $1,000,000 for ages 18–45 and $500,000 for ages 46–60 [40]. Those figures are not reconciled in the supplied evidence, and the 2023 publication date of the second source means current limits are unconfirmed.

The largest uncertainty is that no reviewed public source discloses a Protective prostate-cancer underwriting manual or acceptance table [41]. Approval, postponement, decline, rate class, and exclusions cannot be predicted from public product materials.

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • What features of Protective Classic Choice Term matter most to a prostate cancer survivor?
  • How long can a prostate cancer survivor keep Protective Classic Choice Term coverage?

Term length and level premiums are the primary structural features. Classic Choice Term provides term coverage for 10, 15, 20, 25, 30, 35, or 40 years, with level premiums during the selected initial term and a guaranteed death benefit while the policy is in force [44].

Conversion rights are the second. The standard conversion provision permits conversion during specified periods without new medical underwriting, though product availability and pricing for the new permanent policy may vary [44]. The optional Conversion Choice rider with ExtendCare provides longer conversion access and no additional medical exams or underwriting at conversion, subject to rider and policy terms [46]. Clients can also add a chronic illness rider to the permanent conversion policy [48].

Underwriting detail is the third. Protective's quoting guide asks about cancer type and location, diagnosis date, pathology details, metastasis, treatment type, treatment end date, recurrence, follow-up date, and PSA levels at diagnosis and after treatment [49]. Independent industry guidance identifies Gleason score, PSA trend, and time since treatment as the factors carriers focus on most [51].

Two structural limits apply. After the initial level term, coverage may continue with annually increasing premiums, and the policy has no cash value [44]. Protective also states that product features and availability may vary by state and that Classic Choice Term is not available in New York under the cited consumer materials [53].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does Protective Life cost per month for a buyer with a prostate cancer history?
  • Are there setup, rider, or cancellation fees with Protective Classic Choice Term?

No prostate-cancer-specific premium can be verified from public sources. Protective does not publish a prostate-cancer-specific premium schedule in the reviewed materials, online quotes are estimates, and the final premium and rate class are determined after underwriting [56].

What is published applies to healthy applicants. Independent reviews report that Protective's term life insurance rates are below average for every age group under 70, with an example of women paying an average of $42 per month and men $54 per month for a 20-year, $500,000 policy at age 40 [59]. A separate benchmark lists a preferred class rate of $28.04 monthly for a 40-year-old male on a $500,000 20-year term as of November 2025 [61]. These figures are not prostate-cancer rates and should not be treated as a quote for this use case.

Known cost components include the base premium, a potential additional premium if the applicant receives a table or other medical underwriting rating, a potential additional cost for the optional Conversion Choice rider with ExtendCare, and higher annually increasing premiums if coverage continues after the initial level term [62]. No separate prostate-cancer-specific fee was identified in the reviewed public materials, and no explicit application, processing, or underwriting fee was documented [56].

Contract terms include a requirement to maintain premium payments to keep coverage in force, level initial premiums, conversion periods that differ by term length and product, and state variation in availability and provisions [62]. Protective discloses an up-to-two-year contestable and suicide period and states that benefits may be adjusted for misstatements of age or sex [56]. Pricing confidence across platforms was low to moderate, and the supplied evidence does not include a verified prostate-cancer premium example.

Best Suited For

Questions This Section Answers

  • Who is Protective Life best suited for among buyers with a prostate cancer history?
  • Is Protective Life a good fit for an older applicant with early-stage prostate cancer?

Protective Life is best suited to buyers whose prostate cancer treatment is completed and whose PSA is stable or undetectable, and who want medically underwritten term coverage with a long level-premium period. Independent sources describe Protective as a strong provider for survivors who have completed treatment with a 0.0 PSA [68], and one platform reported Protective may approve applicants 1–3 years cancer-free, possibly at higher premiums, with some of the lowest rates available after 5 years [70].

It also fits older applicants with early-stage disease. Google reported Protective is particularly competitive for applicants age 70 or older with a history of stage 1 prostate cancer [71], and grok cited a standard-rate approval for a 71-year-old with stage T1a, Gleason 6 [72].

It fits buyers who value conversion flexibility. Applicants who want the option to convert to permanent coverage later without repeating medical underwriting are a natural match, given the standard conversion provision and the optional Conversion Choice rider with ExtendCare [73].

It also fits buyers who want long term lengths. Protective offers term options up to 40 years, which is longer than many carriers offer [76].

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose Protective Life for life insurance after prostate cancer?
  • Is Protective Life suitable for someone with recent, recurrent, or metastatic prostate cancer?

Protective Life is probably not the best fit for buyers who need guaranteed acceptance or coverage without health underwriting. Classic Choice Term is a medically underwritten product, and the reviewed sources do not confirm a guaranteed-issue or simplified-issue pathway within it for recent or complex cases [77].

It is also a weak fit for buyers with recent, active, recurrent, or metastatic prostate cancer. Multiple platforms list recent diagnosis, active treatment, recurrence, or metastatic disease as situations where guaranteed-issue or more specialized coverage is more appropriate [79].

Buyers with high Gleason scores seeking the lowest available premium are another weak fit. Independent sources indicate Protective may place post-cancer applicants in standard rather than preferred rate classes, while competitors such as Banner Life and Lincoln National may offer better rates for early-stage cases [82]. One platform specifically suggested younger applicants or higher Gleason scores consider Prudential or Lincoln Financial for potentially better terms [83].

Buyers who need permanent lifetime coverage rather than temporary term protection should also look elsewhere, since term insurance does not automatically provide lifetime coverage and post-term premiums can rise substantially [84]. New York residents cannot access Classic Choice Term under the cited consumer materials [84].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to Protective Life for a buyer who needs guaranteed-issue coverage after prostate cancer?
  • When should a prostate cancer survivor choose a different carrier instead of Protective Life?

Another option may be better in several defined situations. If the applicant needs guaranteed-issue or simplified-issue coverage because traditional underwriting is likely to decline or postpone the application, a different product category is more appropriate [86]. If the applicant needs permanent lifetime coverage and has the budget for guaranteed universal life or whole life, a permanent product is the better structure [86].

If the applicant has a high Gleason score or aggressive disease and wants the lowest possible premium, competing carriers may price more favorably [88]. If the applicant wants transparent, published underwriting guidelines for prostate cancer, some carriers publish detailed guidelines while Protective does not [88].

If the applicant needs coverage within about three months of surgery, one platform noted Prudential often allows coverage as early as three months post-surgery while most other carriers require 12 months [91]. If the applicant lives in New York State, Classic Choice Term is not available [92].

The broader industry context supports comparison shopping. Independent sources state that underwriting results can vary greatly from one insurer to the next even among impaired-risk insurers, that no one insurer is best for all prostate cancer applicants, and that it is important to negotiate the applicant's unique circumstances with medical directors at several insurers [94]. Independent agents with access to multiple carriers can shop the market for the best-fit underwriting [97].

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with Protective Life before signing a prostate cancer life insurance contract?
  • Can Protective Life provide a preliminary underwriting assessment before a formal application?

Buyers should confirm the clinical criteria Protective will apply. Specifically: whether Protective will consider the applicant's exact diagnosis date, stage, Gleason score or grade, PSA history, treatment type, pathology, current surveillance schedule, recurrence history, and most recent test results [99].

Buyers should confirm the likely underwriting outcome before applying. Ask whether the application is likely to receive standard, table-rated, postponed, or declined treatment, and whether the underwriter can provide a preliminary informal assessment before a formal application [99].

Buyers should confirm timing requirements. Ask how long after surgery, radiation, hormone therapy, or completion of treatment Protective generally requires before making an offer, and whether current active surveillance, rising PSA, residual disease, or ongoing hormone therapy changes eligibility or rating [99].

Buyers should confirm the underwriting path. Ask whether accelerated underwriting is available for an applicant with a prostate-cancer history, or whether a paramedical exam, labs, records, or an attending-physician statement will be required [99].

Buyers should confirm pricing and conversion terms. Ask for exact premiums for the desired face amount and 20- or 30-year term under each possible underwriting class, whether the Conversion Choice rider with ExtendCare is available in the applicant's state and what it costs, what permanent products are available on conversion, and whether conversion preserves the original risk class without new medical underwriting [99].

Buyers should confirm state availability and issuing entity. Ask whether the policy is available in the applicant's state of residence and which legal entity will issue it, since the exact carrier entity can vary by state [99].

Final AI Consensus Verdict

Protective Life is a mixed-to-good fit for life insurance after prostate cancer. Four of seven platforms named it during ranking discovery, with an average listed rank of 4.5 and a best rank of 2. Platform fit ratings split: four rated it good, two rated it mixed, and one rated it uncertain.

The case for Protective rests on product structure rather than documented prostate-cancer underwriting strength. Classic Choice Term offers medically underwritten term coverage with level premiums for 10 to 40 years, a $100,000 minimum face amount, and conversion rights that can preserve access to permanent coverage without new medical underwriting [105]. Protective's quoting guide asks the prostate-cancer-specific questions that matter, including PSA levels at diagnosis and after treatment [108].

The case against treating it as a stand-alone recommendation rests on missing evidence. No reviewed public source discloses a Protective prostate-cancer underwriting manual, acceptance table, or condition-specific pricing [109]. Independent sources indicate Protective may place post-cancer applicants in standard rather than preferred rate classes, and that competing carriers may price identical profiles more favorably [112]. Platform-reported case outcomes point in different directions and are not published rate tables.

The practical conclusion is that Protective Life is worth an informal underwriting inquiry and a side-by-side comparison, not a stand-alone recommendation. Buyers should compare a Protective preliminary offer against at least three other carriers experienced in impaired-risk life underwriting, and should verify all prostate-cancer-specific criteria, pricing, and conversion terms directly with Protective or a licensed agent before applying [114].

How This Review Was Produced

This review was produced from seven AI platform responses to a single research prompt asking which life insurance carriers are generally worth considering for applicants with a history of prostate cancer. The prompt specified that underwriting may consider age at diagnosis, stage, grade or Gleason score where relevant, PSA history, treatment, current monitoring, recurrence, and time since treatment.

Platforms were included in the ranking stage if they named Protective Life during ranking discovery. Four of seven platforms did so: anthropic, deepseek, google, and grok. All seven platforms evaluated fit for this use case, but platform_mentions counts only platforms that named the entity during ranking discovery.

Fit ratings were recorded as supplied: anthropic good, deepseek mixed, google good, grok good, kimi uncertain, openai mixed, perplexity good. Citations are platform-reported evidence, not independently verified facts. The supplied URLs were collected from platform responses and were not independently validated by the writer stage.

Methodology Limitations

Several limitations apply to this review. Platform-reported research dates differ from the authoritative run date of 2026-09-22; deepseek reported a research date of 2026-01-15, and platform-reported dates are provenance metadata that do not independently prove freshness. Deepseek's response was produced with search disabled, so its claims require explicit verification before being described as current facts.

No reviewed public source discloses a Protective prostate-cancer underwriting manual or acceptance table, so approval, postponement, decline, rate class, and exclusions cannot be predicted from public materials [116]. No verified prostate-cancer-specific premium example was found, and pricing confidence was low to moderate across platforms.

Supplied evidence contains unresolved conflicts. Conversion Choice with ExtendCare is described in some materials as included with Classic Choice Term and in others as an optional rider [118]. No-exam coverage limits are reported as $250,000 in one source and as $1,000,000 for ages 18–45 and $500,000 for ages 46–60 in another, with the latter dated 2023 [119]. Protective materials also differ by distribution channel and publication date regarding conversion features and minimum face amounts, and the controlling state-specific policy and current illustration should be used [118].

Platform agreement that a carrier is worth considering does not prove product quality, and no personal testing, customer experience, or independent verification was performed for this review. This report evaluates Protective Life only for life insurance after prostate cancer and is not a broad company review.

Sources

Company-Owned Sources

Independent Sources

Other Sources

  • Additional AI research evidence120 records
    1. AI research evidence record deepseek:c1
    2. AI research evidence record anthropic:25-4
    3. AI research evidence record anthropic:25-5
    4. AI research evidence record google:1.1.2
    5. AI research evidence record google:1.1.3
    6. AI research evidence record grok:0
    7. AI research evidence record anthropic:1-4
    8. AI research evidence record anthropic:1-6
    9. AI research evidence record perplexity:c3
    10. AI research evidence record perplexity:c6
    11. AI research evidence record perplexity:c1
    12. AI research evidence record perplexity:c2
    13. AI research evidence record openai:c2
    14. AI research evidence record perplexity:c4
    15. AI research evidence record perplexity:c3
    16. AI research evidence record google:1.1.1
    17. AI research evidence record openai:c1
    18. AI research evidence record openai:c4
    19. AI research evidence record anthropic:20-21
    20. AI research evidence record anthropic:25-4
    21. AI research evidence record deepseek:c1
    22. AI research evidence record perplexity:c6
    23. AI research evidence record grok:10
    24. AI research evidence record anthropic:25-5
    25. AI research evidence record anthropic:1-4
    26. AI research evidence record anthropic:1-6
    27. AI research evidence record perplexity:c3
    28. AI research evidence record anthropic:1-1
    29. AI research evidence record anthropic:20-21
    30. AI research evidence record openai:c4
    31. AI research evidence record kimi:diversifiedquotes
    32. AI research evidence record anthropic:3-13
    33. AI research evidence record anthropic:3-14
    34. AI research evidence record anthropic:2-6
    35. AI research evidence record anthropic:7-4
    36. AI research evidence record google:1.1.6
    37. AI research evidence record grok:0
    38. AI research evidence record openai:c4
    39. AI research evidence record anthropic:10-13
    40. AI research evidence record anthropic:25-18
    41. AI research evidence record openai:c5
    42. AI research evidence record deepseek:c1
    43. AI research evidence record kimi:jrcinsurancegroup
    44. AI research evidence record openai:c1
    45. AI research evidence record anthropic:25-4
    46. AI research evidence record openai:c4
    47. AI research evidence record anthropic:20-21
    48. AI research evidence record anthropic:20-22
    49. AI research evidence record perplexity:c3
    50. AI research evidence record google:1.1.1
    51. AI research evidence record anthropic:32-2
    52. AI research evidence record kimi:tib-2026
    53. AI research evidence record openai:c3
    54. AI research evidence record google:1.3.1
    55. AI research evidence record google:1.3.9
    56. AI research evidence record openai:c3
    57. AI research evidence record deepseek:c1
    58. AI research evidence record perplexity:c5
    59. AI research evidence record anthropic:10-1
    60. AI research evidence record anthropic:10-2
    61. AI research evidence record anthropic:18-6
    62. AI research evidence record openai:c1
    63. AI research evidence record openai:c4
    64. AI research evidence record anthropic:1-1
    65. AI research evidence record anthropic:1-9
    66. AI research evidence record anthropic:1-10
    67. AI research evidence record anthropic:1-11
    68. AI research evidence record anthropic:6-1
    69. AI research evidence record google:1.1.9
    70. AI research evidence record grok:1
    71. AI research evidence record google:1.1.2
    72. AI research evidence record grok:0
    73. AI research evidence record openai:c1
    74. AI research evidence record openai:c4
    75. AI research evidence record anthropic:20-21
    76. AI research evidence record anthropic:25-4
    77. AI research evidence record deepseek:c1
    78. AI research evidence record kimi:policyadvisor-2025
    79. AI research evidence record openai:c5
    80. AI research evidence record anthropic:1-4
    81. AI research evidence record perplexity:c7
    82. AI research evidence record anthropic:2-6
    83. AI research evidence record grok:0
    84. AI research evidence record openai:c3
    85. AI research evidence record google:1.3.1
    86. AI research evidence record openai:c5
    87. AI research evidence record kimi:policyadvisor-2025
    88. AI research evidence record anthropic:2-6
    89. AI research evidence record grok:0
    90. AI research evidence record deepseek:c1
    91. AI research evidence record google:1.1.2
    92. AI research evidence record google:1.3.1
    93. AI research evidence record google:1.3.9
    94. AI research evidence record anthropic:3-13
    95. AI research evidence record anthropic:3-14
    96. AI research evidence record anthropic:3-15
    97. AI research evidence record kimi:jrcinsurancegroup
    98. AI research evidence record kimi:insurancenewsmag
    99. AI research evidence record openai:c3
    100. AI research evidence record perplexity:c3
    101. AI research evidence record kimi:jrcinsurancegroup
    102. AI research evidence record anthropic:27-7
    103. AI research evidence record openai:c4
    104. AI research evidence record deepseek:c3
    105. AI research evidence record openai:c1
    106. AI research evidence record openai:c2
    107. AI research evidence record openai:c4
    108. AI research evidence record perplexity:c3
    109. AI research evidence record openai:c5
    110. AI research evidence record deepseek:c1
    111. AI research evidence record kimi:jrcinsurancegroup
    112. AI research evidence record anthropic:2-6
    113. AI research evidence record anthropic:7-4
    114. AI research evidence record openai:c3
    115. AI research evidence record anthropic:3-15
    116. AI research evidence record openai:c5
    117. AI research evidence record deepseek:c1
    118. AI research evidence record openai:c4
    119. AI research evidence record anthropic:10-13
    120. AI research evidence record anthropic:25-18

Verify this research

Check when the research was run, which platforms were included, and what supports the findings.

Study date
September 22, 2026
Platforms analyzed
7
Source records
44
Ranking mentions
4 of 7
Platform share
57%
Final consensus rank
#5

Behind the findings

Platforms in this study

  • ChatGPT
  • Claude
  • DeepSeek
  • Grok
  • Perplexity
  • Kimi
  • Gemini

Source records

26 independent · 17 company-owned · 1 unclear

Evidence support

33 direct · 11 partial

Keep in mind

Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.

Technical verification details

Use this SHA-256 fingerprint to identify the source snapshot associated with this study.

dca61b416f536f622f6f70b488910c6edbd505ead3a793deda0c5006ef529bda