Life Insurance
Consensus Index

AI Consensus Fit Review

Protective Life Insurance Fit Review for Marijuana Users

Protective Life is a mixed-to-good fit for marijuana users seeking life insurance, but not a definitive one.

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

Share

Answer Capsule

Protective Life is a mixed-to-good fit for marijuana users seeking life insurance, but not a definitive one. Four of seven platforms named Protective Life during the ranking stage, and its average listed rank was 4.75, with a best rank of 2. The strongest reason to consider it: Protective's own underwriting material expressly addresses medicinal and recreational marijuana, and rare recreational use may qualify for Select Preferred or Preferred classes [1]. The main limitation: platforms disagreed sharply on whether Protective treats marijuana as tobacco, and no public marijuana-specific rate table, acceptance rate, or guaranteed premium was found. Buyers should verify current guidelines through an independent agent before applying.

Research Snapshot

FieldFinding
Platform mentions in ranking stage4 of 7 platforms (anthropic, google, kimi, openai)
Share of included platform responses57.1%
Average listed rank4.75
Best listed rank2 (openai)
Relevant product/model/planProtective Classic Choice Term, including possible accelerated underwriting; individual permanent coverage may also be available subject to product and state availability
Overall use-case fitMixed; platform fit ratings ranged from "weak" (anthropic) to "good" (openai), with deepseek, google, grok, and perplexity at "mixed" and kimi at "uncertain"
Research date2026-09-22

Why Protective Life Qualified for This Study

Questions This Section Answers

  • Is Protective Life a good choice for life insurance for marijuana users who want a mainstream carrier?
  • Why did AI platforms include Protective Life in a marijuana-user life insurance comparison?

Protective Life qualified because it was named by four of the seven platforms during ranking discovery, and because its own published underwriting material directly addresses marijuana rather than staying silent. Protective's underwriting flyer states that medicinal marijuana use is underwritten case by case and that rare recreational marijuana use may qualify for Select Preferred or Preferred within certain parameters [3]. The same guidance describes cannabidiol (CBD) oil use as typically qualifying for Select Preferred, subject to the applicant's full profile and current guidelines [3].

That explicit acknowledgment is the main reason Protective appears in this study at all. Several platforms contrasted Protective with carriers whose public materials say nothing about cannabis. Deepseek noted that Protective's public website does not publish a marijuana underwriting guideline, rate-class table, or statement that marijuana users are accepted at standard or non-tobacco rates [5]. Kimi reached a similar conclusion, reporting that no publicly available source documents Protective's specific marijuana underwriting guidelines, rate classes, or frequency thresholds [7].

Protective's ranking position reflects that split. It was named by a majority of platforms but placed mid-pack on average, with ranks of 8 (anthropic), 4 (google), 5 (kimi), and 2 (openai). The platform that ranked it highest also gave it the most favorable fit rating; the platform that ranked it lowest rated it "weak."

The Product, Model, Plan, or Service Most Relevant to Life Insurance for Marijuana Users

Questions This Section Answers

  • Which Protective Life plan should a marijuana user compare first for term coverage?
  • Does Protective Classic Choice Term offer no-exam underwriting for marijuana users?

Protective Classic Choice Term is the product every platform identified as most relevant to this use case. It is a level term product with 10-, 15-, 20-, 25-, 30-, 35-, and 40-year term options subject to issue-age and underwriting restrictions, a listed $100,000 minimum face amount, and no set maximum face amount [12]. Independent reviews describe coverage from $100,000 to $50 million and terms of 10 to 40 years [14].

Classic Choice Term uses three potential underwriting paths: instant approval, accelerated underwriting, and traditional underwriting. Accelerated underwriting may avoid an exam but can involve follow-up questions, while traditional underwriting may involve an exam, medical records, and additional review [15]. Protective's own materials describe accelerated underwriting as using data and evidence instead of a traditional exam for eligible applicants [17], and the company says its accelerated underwriting process had updates effective in late 2024 [18].

Two product features matter specifically for marijuana users. First, applicants are placed into Select Preferred, Preferred, Non-Tobacco, or Tobacco classes based on current health and medical history, which affects rates [12]. Second, Classic Choice Term has a standard conversion option, and the optional Conversion Choice rider with ExtendCare can provide a longer conversion period and access to chronic-illness protection upon conversion without additional underwriting or a medical exam, subject to rider and policy terms [19]. That conversion path matters to an applicant who expects to become harder to insure later.

Availability is not universal. The quoted product page states Classic Choice Term is not available in New York, and forms, features, and availability may vary by state [21]. Protective also offers individual term and permanent life insurance products subject to state and product availability [22].

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree on about Protective Life for marijuana users?
  • Is Protective Life's marijuana underwriting case-specific rather than guaranteed?

Platforms agreed on four points.

First, Protective publicly acknowledges marijuana in its underwriting guidance. The company's flyer describes medicinal marijuana as case-by-case and rare recreational use as potentially eligible for Select Preferred or Preferred [24]. This is company-owned evidence, not independent verification.

Second, underwriting is case-specific and no guaranteed outcome exists. OpenAI stated that the publicly available material does not provide a guaranteed marijuana-specific rate or acceptance outcome. Deepseek reported that a marijuana user cannot confirm eligibility, pricing, or accelerated-underwriting access from public materials alone. Perplexity noted that exact premiums, final class, and whether accelerated underwriting applies remain unclear until an application is reviewed.

Third, accelerated underwriting is conditional and can be blocked. Protective's PLUS eligibility brochure lists alcohol abuse or treatment and drug abuse or treatment among conditions that can make an applicant ineligible for accelerated underwriting [26]. One Protective eligibility checklist indicates some accelerated underwriting applicants still require an exam and labs if substance use is disclosed [27].

Fourth, pricing is not published for marijuana users. No platform located a marijuana-specific premium schedule, rate table, or guaranteed quote. Protective's own quote page states that any quote is only an estimate and the actual premium is determined after underwriting [28].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Does Protective Life classify marijuana use as tobacco or non-tobacco for life insurance rates?
  • Why do AI platforms disagree about whether Protective Life is marijuana-friendly?

The central disagreement is whether Protective rates marijuana as tobacco. This conflict is material and unresolved in the supplied evidence.

Anthropic rated Protective a "weak" fit, citing 2022 NORML data stating Protective classifies marijuana use as a smoker rating [30]. Anthropic also noted that no 2024–2026 policy update was found to confirm the current status, and that industry practice shifted substantially between 2022 and 2026. Anthropic's own limitation list flags this as a possible stale source.

Grok reported a middle position: occasional use of four times per month or less may qualify for non-tobacco rates, regular use is often offered Standard non-tobacco, and a positive cotinine test triggers tobacco rates [31]. Grok also cited a source advising buyers to avoid Protective for regular users because it often classifies cannabis as tobacco use [33].

Google reported the most granular guideline: rare use of no more than once per month can qualify for Preferred or Select Preferred; experimental or intermittent use under 12 days per month qualifies for Standard Non-Tobacco; moderate use of 12–16 days per month is limited to Standard Tobacco if smoked but can receive Standard Non-Tobacco if ingested or vaped; heavy use above 16 days per month is rated Table 2 Tobacco if smoked or Table 2 Non-Tobacco if ingested or vaped [34]. Google also reported that Protective declines coverage for employees, budtenders, or business owners who derive income from the marijuana industry [34].

OpenAI and Perplexity both relied on Protective's own flyer and described rare recreational use as potentially qualifying for favorable classes, without confirming a universal tobacco or non-tobacco rule [36]. OpenAI stated plainly that the available public materials do not state a universal rule for whether a particular marijuana-use pattern is treated as tobacco or non-tobacco for every application.

Kimi declined to take a position, rating the fit "uncertain" and stating that Protective's marijuana underwriting guidelines are not publicly documented in the sources it accessed [38].

The disagreement is partly a source-quality problem. Google's frequency thresholds come from broker and directory pages rather than Protective's own consumer-facing documents. Anthropic's smoker-classification claim rests on a 2013 NORML post. Neither is a current, binding Protective underwriting manual. Buyers should treat all frequency thresholds in this review as platform-reported and unverified.

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • What features of Protective Classic Choice Term matter most to a marijuana user?
  • Does Protective Life distinguish between smoked and ingested marijuana in underwriting?

The features most relevant to this use case are underwriting paths, rate classes, conversion rights, and term length.

Underwriting paths. Classic Choice Term offers instant approval, accelerated underwriting, and traditional underwriting [40]. Accelerated underwriting may avoid an exam but can involve follow-up questions. Traditional underwriting may involve an exam, medical records, and additional review. Independent reviews note Protective can issue up to $250,000 without a medical exam or up to $50 million with one [42], and that Protective has no-exam options including a simplified issue term product [43].

Rate classes. Applicants are placed into Select Preferred, Preferred, Non-Tobacco, or Tobacco classes [44]. Protective's flyer states rare recreational marijuana use may qualify for Select Preferred or Preferred within certain parameters, and CBD oil use will typically qualify for Select Preferred [46]. The phrase "rare use" and the stated preferred-class parameters are not fully defined in the reviewed public material.

Method of use. Google's reported guidelines distinguish inhaled from ingested or vaped cannabis for moderate and heavy users, allowing Standard Non-Tobacco for non-inhaled use where smoked use would be rated Standard Tobacco [48]. No Protective-owned document in the supplied evidence confirms this distinction. Independent sources outside Protective report that some insurers take a more liberal view of vaporizers, edibles, and oils [49], and that product type is a common underwriting consideration [50].

Conversion. Classic Choice Term has a standard conversion option, and the optional Conversion Choice rider with ExtendCare can provide a longer conversion period and access to chronic-illness protection upon conversion without additional underwriting or a medical exam, subject to rider and policy terms [51]. Standard and rider-based conversion periods differ, and the rider adds cost [52].

Term length. Terms run from 10 to 40 years, longer than many competitors offer [44]. Google highlighted 35- and 40-year level term limits as a Protective strength [48].

Application accuracy. Protective states that lifestyle and habits, including drug use, are relevant to life-insurance underwriting and emphasizes that applications should be completed accurately and honestly [54]. Omitting marijuana use could create contestability or claims problems if material misrepresentation is later alleged [54].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does Protective Life cost per month for a marijuana user, and are there marijuana-specific fees?
  • What contract terms and cancellation rules apply to Protective Classic Choice Term?

No reliable marijuana-specific price can be stated. Every platform reported low pricing confidence, and no platform located a marijuana-specific premium schedule or guaranteed quote.

What is known. Protective advertises term life insurance at rates as low as $25 a month for standard applicants [56]. Independent reviews describe Protective's term pricing as below average for some age groups [57]. Google reported average annual rates of roughly $215 for a 20-year term policy for nonsmokers in their 30s and roughly $4,311 a year for whole life for the same group [58]. These figures are for standard nonsmoker classes and are not marijuana-user-specific.

What is not known. Protective does not publish marijuana-specific premiums [59]. The company states that any quote is only an estimate and the actual premium and rate class are determined after underwriting [62]. Whether the advertised $25 monthly rate applies to an applicant who discloses marijuana use is unverified.

Cost impact if rated as tobacco. Industry-wide, smoker-rated premiums are typically two to three times higher than non-smoker rates for equivalent coverage [64]. One platform reported example pricing: a 40-year-old with $500,000 of 20-year term coverage pays roughly $47–$59 a month as a non-smoker versus roughly $148–$194 a month as a smoker [61]. These are market-level figures, not Protective-specific quotes.

Fees. No separate marijuana-use fee was identified in the reviewed public sources (openai). Potential examination or medical-record-related process costs were not published as a consumer fee schedule and should be confirmed with the agent (openai). For universal life products, Protective materials disclose a 25% premium load and a $5.50 monthly administrative charge, plus monthly expense and cost-of-insurance charges that vary by class, age, and policy year [65]. Those universal life charges do not apply to Classic Choice Term.

Contract terms. Classic Choice Term has no cash value [63]. The product page states an up-to-two-year contestable and suicide period, subject to the policy and applicable law [63]. Premiums may increase annually after the initial guaranteed premium period under the referenced Classic Choice Term materials [63]. Conversion rights, rider availability, exclusions, and deadlines depend on the issued policy, rider, state, and selected term [67]. Free-look periods of 10 to 30 days depending on state were reported by one platform [61]; another platform could not confirm the exact period for Protective policies (deepseek). Availability is not universal, and the quoted product is not available in New York [63].

Best Suited For

Questions This Section Answers

  • Who is Protective Life best suited for among marijuana users?
  • Is Protective Life worth considering for occasional or medically documented marijuana use?

Protective is best suited to applicants whose marijuana use is infrequent or medically documented and who can provide complete, consistent application information.

The strongest-supported groups are:

  • Applicants with rare recreational marijuana use who may qualify for Select Preferred or Preferred within Protective's stated parameters [68].
  • Applicants with medically documented marijuana use, which Protective underwrites case by case [68].
  • CBD oil users, whose use Protective describes as typically qualifying for Select Preferred, subject to the full profile and current guidelines [68].
  • Applicants seeking conventional individual term coverage with possible accelerated or no-exam underwriting [70].
  • Applicants who value a conversion option to permanent coverage if they later become harder to insure [73].
  • Applicants who want long level-term periods, including 35- and 40-year terms [75].
  • Applicants who prefer to work through a licensed agent or independent broker who can surface Protective's current marijuana guidelines (deepseek, openai).

Independent sources outside Protective report that medical marijuana use is viewed more favorably than recreational use, and that an applicant with a valid medical marijuana prescription and documented condition can qualify for best to preferred rates at some carriers [77]. Whether that pattern holds at Protective specifically is unverified.

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose Protective Life for life insurance as a marijuana user?
  • Is Protective Life a poor fit for daily marijuana users or cannabis industry workers?

Several buyer profiles are poorly matched to Protective based on the supplied evidence.

Frequent or daily users. Google's reported guidelines place heavy use above 16 days per month at Table 2 Tobacco if smoked or Table 2 Non-Tobacco if ingested or vaped [79]. Grok reported that regular users are often offered Standard non-tobacco rather than smoker rates, but also cited a source advising buyers to avoid Protective for regular users due to tobacco classification risk [80]. Anthropic rated Protective a weak fit for regular recreational users of any frequency [82]. The conflict is unresolved.

Cannabis industry workers. Google reported that Protective declines coverage for employees, budtenders, or business owners who derive income from the marijuana industry [79]. No other platform confirmed or contradicted this. Treat it as platform-reported and verify directly.

Applicants with other substance-use or treatment history. Protective's PLUS eligibility brochure lists alcohol abuse or treatment and drug abuse or treatment among conditions that can make an applicant ineligible for accelerated underwriting [84].

Applicants who need guaranteed acceptance. No platform found a guaranteed-issue or guaranteed-acceptance pathway at Protective for marijuana users. Buyers who prioritize guaranteed issue over price and underwriting class should look elsewhere.

Applicants who need a published marijuana-specific rule before applying. Protective does not publish a simple marijuana-specific rule or a guarantee of non-tobacco pricing [85].

Applicants in New York. Classic Choice Term is not available in New York under the quoted product page [87].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to Protective Life for a marijuana user who needs published non-tobacco guidelines?
  • When should a marijuana user choose a different carrier instead of Protective Life?

Another carrier may be better in five situations.

When the buyer wants a published, explicit marijuana underwriting rule. Kimi reported that competitors including Nationwide, Principal, Corebridge, Lincoln Financial, and Prudential have explicit published policies allowing non-smoker rates for occasional to moderate use, while Protective has not documented its guidelines publicly [88]. Anthropic cited Lincoln Financial as explicitly classifying marijuana as a non-tobacco product in its underwriting guidelines [92].

When the buyer uses marijuana frequently. Kimi reported that daily users may face table rating additions of 50–100% and that guaranteed-issue products or specialized carriers with table-rating transparency may be preferable [90]. Grok suggested frequent users may prefer carriers like Prudential or Lincoln Financial for non-tobacco eligibility at higher frequencies (grok).

When the buyer has a marijuana-related medical condition, prior impaired-driving history, or other substance use. OpenAI advised that these buyers need a broker to compare multiple specialty-friendly carriers rather than relying on one carrier's guidelines.

When the buyer prioritizes guaranteed-issue coverage over price and underwriting class. OpenAI listed this as a reason to look at alternatives.

When the buyer needs no-exam approval certainty. Perplexity noted that buyers who need guaranteed no-exam approval or fixed marijuana underwriting rules may be better served elsewhere.

One independent source stated that working with an independent agent who knows marijuana-friendly carriers is the single biggest factor in getting affordable coverage [93]. Another reported that many life insurance companies now treat marijuana users the same as people who do not use it, and that the industry has shifted over the last ten years as marijuana became legal in most states and carriers gained better data [94]. Those are market-level claims, not Protective-specific findings.

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with Protective Life before signing a marijuana-user life insurance contract?
  • Which Protective Life underwriting details should an agent confirm in writing before application?

These questions come directly from the platform research and should be answered in writing before an application is submitted.

  1. How does Protective classify my exact marijuana use today — frequency, method, THC or CBD product, dosage, and medical versus recreational purpose? (openai)
  2. Will my use be rated as non-tobacco, tobacco, or another underwriting category for this specific product? (openai, perplexity)
  3. Does my medical documentation, diagnosis, prescription status, or state authorization affect eligibility or rate class? (openai)
  4. Will I qualify for instant or accelerated underwriting, or will Protective require an exam, lab work, prescription-history review, or attending-physician records? (openai, perplexity)
  5. How do other substance use, alcohol use, driving history, mental-health history, and related medical conditions affect the decision? (openai, deepseek)
  6. What exact premium is guaranteed, for how long, and when can premiums increase? (openai)
  7. Is Classic Choice Term available in my state, and which insurer and policy form will issue it? (openai, deepseek)
  8. What conversion rights apply without the Conversion Choice rider, and what additional cost and deadlines apply with the rider? (openai)
  9. Are there any exclusions, contestability provisions, or disclosures specifically relevant to marijuana use? [97]
  10. Does Protective's accelerated underwriting program exclude marijuana users or assign less favorable classes? (kimi)
  11. Does a positive cotinine or THC test override my disclosed frequency? [98]
  12. Can the agent compare Protective's offer with at least three carriers using the same complete marijuana-use disclosure? (openai)

Two verification points deserve emphasis. First, standard underwriting includes medical exams with urinalysis that detect THC metabolites, which remain detectable in urine for up to 30 days for regular users and three to four days for occasional users [99]. Second, some accelerated underwriting policies run background checks through MIB and prescription databases [101], and simplified issue and accelerated underwriting term policies still ask about marijuana use on the health questionnaire [102].

Final AI Consensus Verdict

Protective Life is a mixed-to-good fit for marijuana users, with genuine disagreement across platforms and no clear consensus.

The case for Protective rests on company-owned evidence: its underwriting flyer expressly addresses medicinal and recreational marijuana, states that rare recreational use may qualify for Select Preferred or Preferred, and describes CBD oil use as typically qualifying for Select Preferred [103]. It also offers a conventional term product with multiple underwriting paths, long term lengths, and a conversion option [105].

The case against rests on unresolved classification and missing pricing. One platform rated Protective a weak fit based on 2022 data classifying marijuana as a smoker rating [108]. Another rated the fit uncertain because no public marijuana underwriting guidelines were found [109]. No platform located a marijuana-specific rate table, acceptance rate, or guaranteed premium. Google's reported frequency thresholds and cannabis-industry employment exclusion come from broker and directory pages, not Protective-owned documents [110].

Platform fit ratings were split: good (openai), mixed (deepseek, google, grok, perplexity), uncertain (kimi), and weak (anthropic). Agreement among platforms does not prove product quality, and disagreement here reflects a genuine evidence gap rather than a settled verdict.

The practical conclusion: Protective is worth testing through a licensed independent agent who can obtain current marijuana underwriting guidance and compare the offer against at least three other carriers using the same complete disclosure. Buyers should not assume favorable marijuana-user terms, and should not assume unfavorable ones either.

How This Review Was Produced

This review evaluates Protective Life only for the use case of Life Insurance for Marijuana Users. It is not a broad company review.

Seven AI platforms were asked which life insurance carriers are generally worth considering for marijuana users, and why. Four of the seven named Protective Life during ranking discovery: anthropic, google, kimi, and openai. Each platform also produced a structured fit assessment covering strengths, limitations, pricing, contract terms, and questions to verify before buying.

This article synthesizes those platform outputs. It preserves conflicts rather than resolving them, distinguishes company-owned evidence from independent evidence, and labels platform-reported claims where no independent verification exists. The consensus index for this category is available at Life Insurance for Marijuana Users.

Buyers comparing carriers across health conditions and high-risk categories can browse the broader life insurance directory.

Methodology Limitations

Several limitations apply to this review.

Platform-reported research dates differ from the authoritative run date. The study date is 2026-09-22. Deepseek reported a research date of 2026-01-15, roughly eight months earlier. Platform-reported dates are provenance metadata and do not independently prove freshness.

Platform mentions count only platforms that named the entity during ranking discovery. All included platforms evaluated fit, but not all named Protective during ranking.

Conflicting product names, pricing, and capabilities were not resolved by guessing. Where platforms disagreed — most importantly on tobacco versus non-tobacco classification — this review describes the conflict and tells buyers what to verify.

The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Citations are platform-reported evidence, not independently verified facts.

One platform (deepseek) ran without search enabled, so its claims require explicit verification before being described as current facts.

Protective's public underwriting flyer is marked for financial-professional use only and may summarize internal guidelines rather than provide binding consumer eligibility rules. The phrase "rare use" and the stated preferred-class parameters are not fully defined in the reviewed public material. The sources do not establish whether every marijuana user is placed in a non-tobacco class or how marijuana is coded for every product and state. No consumer-facing marijuana underwriting manual, binding eligibility chart, or guaranteed quote was identified. Recommended product information and premium schedules may change through repricing, revised underwriting rules, or state-specific forms.

Marijuana underwriting is case-specific rather than guaranteed. The reviewed guidance does not fully specify how frequency, method, dose, THC concentration, medical diagnosis, other drug use, driving history, or state law affect each decision. Accelerated or instant underwriting is conditional, and complex or higher-risk applications may be moved to traditional underwriting. Final pricing and classification may differ from an online estimate, and product availability and policy provisions vary by state.

Sources

Company-Owned Sources

Independent Sources

  • Life Insurance for Marijuana Users 420 Friendly Insurers: https://choicelifequote.com/life-insurance-for-marijuana-users/
  • NAIC - Life Insurance Buyer's Guide: https://content.naic.org/consumer/life-insurance.htm
  • Medical Marijuana and Life Insurance Underwriting in 2026 - Insurance By Heroes: https://insurancebyheroes.com/medications-and-life-insurance/medical-marijuana-life-insurance-underwriting/
  • Life Insurance For Marijuana Users - Amazing Guide (2026: https://lifeinsureguide.com/life-insurance-for-marijuana-users/
  • Life Insurance for Marijuana Users: The 2026 Ultimate Guide to Non-Smoker Rates: https://marcaninsurance.com/life-insurance-marijuana-users-ultimate-guide/
  • Protective Life Insurance Review — Rates & Pros/Cons (2026: https://mozdex.com/protective-life-insurance-review/
  • Marijuana Guidelines - HD Mooers: https://www.hdmooers.com
  • Marijuana Underwriting Guidelines - Lovett Financial: https://www.lovettfinancial.com
  • Life Insurance and Marijuana: Can You Get Covered? | MoneyGeek: https://www.moneygeek.com/insurance/life/life-insurance-marijuana/
  • Protective Life Insurance Review 2026: Rates, Pros & Cons: https://www.moneygeek.com/insurance/life/reviews/protective-life/
  • Protective Life Insurance Review 2026: Pros & Cons: https://www.nerdwallet.com/insurance/life/protective-life-insurance-review
  • Marijuana Usage Guidelines - Resource Brokerage: https://www.resourcebrokerage.com
  • Marijuana and Life Insurance: The Guide to Getting Approved: https://www.riskquoter.com/blog/marijuana-life-insurance/
  • Life insurance for Marijuana Users: How It Works and What to Expect: https://www.wsj.com/buyside/personal-finance/life-insurance/life-insurance-for-marijuana-users
  • Additional AI research evidence111 records
    1. AI research evidence record openai:c1
    2. AI research evidence record perplexity:c1
    3. AI research evidence record openai:c1
    4. AI research evidence record perplexity:c1
    5. AI research evidence record deepseek:c1
    6. AI research evidence record deepseek:c2
    7. AI research evidence record kimi:c1
    8. AI research evidence record kimi:c2
    9. AI research evidence record kimi:c6
    10. AI research evidence record kimi:c7
    11. AI research evidence record kimi:c8
    12. AI research evidence record openai:c2
    13. AI research evidence record perplexity:c2
    14. AI research evidence record anthropic:10-2
    15. AI research evidence record openai:c3
    16. AI research evidence record openai:c4
    17. AI research evidence record deepseek:c3
    18. AI research evidence record perplexity:c4
    19. AI research evidence record openai:c7
    20. AI research evidence record openai:c8
    21. AI research evidence record openai:c6
    22. AI research evidence record deepseek:c1
    23. AI research evidence record perplexity:c8
    24. AI research evidence record openai:c1
    25. AI research evidence record perplexity:c1
    26. AI research evidence record perplexity:c5
    27. AI research evidence record anthropic:19-22
    28. AI research evidence record anthropic:16-10
    29. AI research evidence record openai:c6
    30. AI research evidence record anthropic:21-1
    31. AI research evidence record grok:0
    32. AI research evidence record grok:3
    33. AI research evidence record grok:1
    34. AI research evidence record google:lovett_2025
    35. AI research evidence record google:hd_mooers_2019
    36. AI research evidence record openai:c1
    37. AI research evidence record perplexity:c1
    38. AI research evidence record kimi:c1
    39. AI research evidence record kimi:c2
    40. AI research evidence record openai:c3
    41. AI research evidence record openai:c4
    42. AI research evidence record anthropic:10-5
    43. AI research evidence record perplexity:c9
    44. AI research evidence record openai:c2
    45. AI research evidence record perplexity:c2
    46. AI research evidence record openai:c1
    47. AI research evidence record perplexity:c1
    48. AI research evidence record google:lovett_2025
    49. AI research evidence record anthropic:8-4
    50. AI research evidence record anthropic:8-1
    51. AI research evidence record openai:c7
    52. AI research evidence record openai:c8
    53. AI research evidence record anthropic:10-2
    54. AI research evidence record openai:c5
    55. AI research evidence record anthropic:2-2
    56. AI research evidence record anthropic:11-1
    57. AI research evidence record perplexity:c7
    58. AI research evidence record google:lovett_2025
    59. AI research evidence record deepseek:c1
    60. AI research evidence record deepseek:c2
    61. AI research evidence record kimi:c1
    62. AI research evidence record anthropic:16-10
    63. AI research evidence record openai:c6
    64. AI research evidence record anthropic:24-16
    65. AI research evidence record perplexity:c5
    66. AI research evidence record anthropic:16-7
    67. AI research evidence record openai:c8
    68. AI research evidence record openai:c1
    69. AI research evidence record perplexity:c1
    70. AI research evidence record openai:c3
    71. AI research evidence record openai:c4
    72. AI research evidence record deepseek:c3
    73. AI research evidence record openai:c7
    74. AI research evidence record openai:c8
    75. AI research evidence record openai:c2
    76. AI research evidence record google:lovett_2025
    77. AI research evidence record anthropic:2-4
    78. AI research evidence record anthropic:2-5
    79. AI research evidence record google:lovett_2025
    80. AI research evidence record grok:0
    81. AI research evidence record grok:1
    82. AI research evidence record anthropic:21-1
    83. AI research evidence record google:hd_mooers_2019
    84. AI research evidence record perplexity:c5
    85. AI research evidence record kimi:c1
    86. AI research evidence record deepseek:c1
    87. AI research evidence record openai:c6
    88. AI research evidence record kimi:c2
    89. AI research evidence record kimi:c6
    90. AI research evidence record kimi:c7
    91. AI research evidence record kimi:c8
    92. AI research evidence record anthropic:9-4
    93. AI research evidence record anthropic:29-7
    94. AI research evidence record anthropic:32-19
    95. AI research evidence record anthropic:32-20
    96. AI research evidence record anthropic:32-21
    97. AI research evidence record kimi:c1
    98. AI research evidence record grok:3
    99. AI research evidence record anthropic:3-11
    100. AI research evidence record anthropic:3-12
    101. AI research evidence record anthropic:23-6
    102. AI research evidence record anthropic:23-5
    103. AI research evidence record openai:c1
    104. AI research evidence record perplexity:c1
    105. AI research evidence record openai:c2
    106. AI research evidence record openai:c3
    107. AI research evidence record openai:c7
    108. AI research evidence record anthropic:21-1
    109. AI research evidence record kimi:c1
    110. AI research evidence record google:lovett_2025
    111. AI research evidence record google:hd_mooers_2019

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
36
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

19 independent · 17 company-owned

Evidence support

29 direct · 7 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.

f7309b4d4a894b32e6d568655576867a37f6f9c726bebed04afa4f68e26319cd