Life Insurance
Consensus Index

AI Consensus Fit Review

SBLI Life Insurance Fit Review for Obesity

SBLI is a mixed fit for Life Insurance for Obesity.

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

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Answer Capsule

SBLI is a mixed fit for Life Insurance for Obesity. Four of the seven platforms in this study named SBLI during the ranking stage, and those four placed it at an average listed rank of 3.75, with a best listed rank of 2. The strongest reason to consider SBLI is its term life product: level premiums, $100,000 to $5 million in coverage, 10- to 30-year terms, an accelerated no-exam pathway, and conversion to permanent coverage without new medical underwriting. The main limitation is underwriting transparency and BMI screening. SBLI's producer-facing EasyTrak materials identify BMI above 42 as a possible decline condition, and one brokerage checklist states BMI must be 38 or less for straight-through accelerated underwriting.

Research Snapshot

FieldFinding
Platform mentions in ranking stage4 of 7 platforms (anthropic, grok, kimi, perplexity)
Share of included platform responses57.1%
Average listed rank3.75
Best listed rank2
Relevant product/model/planSBLI Term Life Insurance, including accelerated underwriting through EasyTrak Digital Term and traditional fully underwritten term life insurance
Overall use-case fitMixed
Research date2026-09-22

Why SBLI Qualified for This Study

Questions This Section Answers

  • Is SBLI a good choice for life insurance for obesity, or should a high-BMI buyer look elsewhere?
  • Why did AI platforms include SBLI in a ranking of life insurance carriers for applicants with obesity?

SBLI qualified because it sells a product category that directly addresses the use case and because multiple platforms independently surfaced it. SBLI offers individual level-premium term life insurance for ages 18 to 74, with 10-, 15-, 20-, 25-, and 30-year terms and stated coverage amounts from $100,000 to $5 million [1]. That product is relevant for income replacement, mortgage protection, and dependent protection, though it is not permanent coverage unless converted.

The platforms that named SBLI did so for different reasons. Anthropic described SBLI as having one of the two most generous build charts among major carriers, citing independent review coverage [3]. Google reported a unisex build chart with Standard rates available up to BMI 42 [5]. Grok cited an accelerated underwriting BMI ceiling of 38 [7]. Perplexity cited the same 38 threshold from a brokerage checklist [9]. OpenAI cited producer-facing EasyTrak documents showing underwriting classes through BMI 42 and BMI above 42 as a possible decline condition [10].

Those are not the same claim. The 38 figure and the 42 figure come from different documents describing different pathways, and the disagreement is material for a buyer deciding whether to apply. This review treats SBLI as a legitimate candidate for comparison, not as a verified best-fit carrier.

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

Questions This Section Answers

  • Which SBLI term life product should a high-BMI buyer apply for, and does it use accelerated or fully underwritten underwriting?
  • Does SBLI offer a simplified issue or guaranteed issue policy for an applicant with obesity?

The relevant SBLI offering is term life insurance, with two underwriting routes: an accelerated pathway marketed through EasyTrak Digital Term and AcceleRate, and traditional fully underwritten term life [12]. SBLI states that qualifying accelerated cases can be approved without a medical exam or attending physician statement, while non-qualifying cases move to traditional underwriting [15].

Accelerated underwriting eligibility is age- and amount-limited. SBLI's public term page states that applicants ages 18 to 50 may qualify for up to $2,000,000 with accelerated, no-exam underwriting, and applicants ages 51 to 60 may qualify for up to $1,000,000 [16]. Independent reviews report the same $2 million figure for ages 18 to 50 and $1 million for ages 51 to 60 [17]. One review states ages 18 to 50 can get up to $1 million without exam and ages 51 to 60 up to $500,000 [19], and SBLI's own simplified-term page states up to $1,000,000 for ages 18 to 50 and up to $500,000 for ages 51 to 60 [21]. These figures conflict and should be confirmed at quote.

SBLI states it does not currently offer Simplified Term Life Insurance on SBLI.com and instead directs users to term life with accelerated underwriting [22]. One platform cited a separate SBLI simplified-issue term page [24], which conflicts with SBLI's own statement. Buyers should treat simplified issue as unconfirmed for this carrier.

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree SBLI offers to a life insurance applicant with a high BMI?
  • Is SBLI's term life product convertible to permanent coverage without new medical underwriting?

Agreement was strong on product structure and mixed on underwriting generosity.

All platforms that named SBLI described it as a term life carrier with an accelerated or no-exam pathway for qualifying applicants [25]. SBLI's own accelerated underwriting page states the program is available to ages 18 to 60 and that qualifying cases can be approved without a medical exam or APS [28]. SBLI also states that accelerated underwriting reviews prescription histories, past medical records, and key risk factors rather than requiring an in-person exam [29].

Platforms also agreed that SBLI's term coverage converts to permanent insurance without new medical underwriting. SBLI states term coverage can be converted in whole or in part to whole life or universal life before age 70 or the end of the term, whichever comes first, without new medical underwriting [31]. Independent review coverage states the same [32]. Converted permanent coverage carries higher premiums than the original term policy [31].

Platforms agreed that SBLI's term product has meaningful coverage capacity and multiple term lengths, and that renewal after the level term raises premiums annually up to age 85 [33]. They also agreed that SBLI does not publish consumer-facing BMI underwriting tables, which limits pre-screening.

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • What BMI cutoff does SBLI actually use for accelerated underwriting, and why do sources disagree?
  • How does SBLI treat obesity combined with diabetes, sleep apnea, or hypertension in underwriting?

The central disagreement is the BMI threshold. Producer-facing EasyTrak Digital Term materials state that BMI above 42 or below 17 can result in a decline for that accelerated product, and the accompanying height/weight chart shows underwriting classes through BMI 42 [34]. A brokerage accelerated underwriting checklist states BMI must be 38 or less, with no major medical conditions, for straight-through accelerated underwriting [36]. Google reported a unisex build chart with Elite up to BMI 25, Preferred up to 31, Select up to 36, and Standard up to 42 [39].

These are not reconciled in the supplied evidence. The 38 figure appears tied to a straight-through accelerated checklist; the 42 figure appears tied to EasyTrak Digital Term class limits and knockout conditions. Whether the difference reflects product version, channel, or date is not established. The EasyTrak documents are producer materials that state they are not for public use, and their applicability to every SBLI term product is unclear.

Platforms also disagreed on fit rating. Anthropic, Google, and Kimi rated SBLI a good fit; OpenAI, DeepSeek, Grok, and Perplexity rated it mixed. That split tracks the BMI-threshold disagreement rather than any dispute about the product itself.

Uncertainty remains on comorbidities. SBLI does not publicly provide a complete consumer underwriting table explaining how diabetes, blood pressure, cholesterol, sleep apnea, mobility limitations, medication use, or combinations of conditions affect eligibility or premium class [34]. One platform reported that SBLI's accelerated underwriting guidelines list acceptable conditions including cholesterol treatment and type 2 or diet-controlled diabetes, indicating some comorbidity flexibility while still screening medical history [42]. Another reported that SBLI underwrites mild chronic conditions such as sleep apnea and controls for blood pressure and cholesterol [43]. Neither is a published consumer table.

Whole life exam requirements are also unresolved. One source states no medical exam for whole life up to $750,000 for people age 60 and under [44]; other sources state requirements are unclear or not publicly disclosed [45].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • What coverage amounts and term lengths can a high-BMI applicant get from SBLI term life?
  • Does SBLI's Healthy Credits program reduce premiums for an applicant rated substandard because of build?

SBLI's term product offers $100,000 to $5 million in coverage, 10- to 30-year level terms, and ages 18 to 74 [47]. Level premiums remain fixed during the selected term, subject to policy terms [47]. Annual renewal is available up to age 85 with premiums increasing each renewal year [48].

Accelerated underwriting is the main obesity-relevant feature. SBLI states qualifying cases can be approved in real time or referred for labs, vitals, or further underwriting, and the process covers term products with 10- to 30-year lengths [49]. SBLI's accelerated program uses electronic prescription and medical record review rather than in-person exams [50]. The NAIC explains that accelerated life underwriting may use external data, prescription history, motor-vehicle records, Medical Information Bureau data, predictive models, and other analytics, and that some applicants are still routed to traditional underwriting [52].

One platform reported a Healthy Credits program that allows applicants with mild-to-moderate substandard ratings (Table 2 to 5) to receive up to a two-table premium improvement, up to Select Class, if they meet at least three of four criteria across build, blood pressure, cholesterol, and family history [54]. The same platform reported that the program excludes applicants with any history of cardiovascular disease, diabetes with complications except mild neuropathy, and ratable substance abuse history [54]. A separate independent review reported that SBLI applicants rated Table 1 to 5 may qualify for up to two-table improvements by meeting at least three of four underwriting criteria including wellness visits [58]. This program is reported by two sources but is not described on SBLI's public consumer pages in the supplied evidence.

Conversion is available before age 70 or the end of the term, whichever comes first, without new medical underwriting [59]. SBLI's portfolio focuses primarily on term life and offers fewer permanent policy choices than competitors [61].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does SBLI term life cost per month for an applicant with obesity, and are there application or exam fees?
  • What happens to SBLI premiums after the level term ends, and what does conversion cost?

No obesity-specific SBLI premium was publicly verified. SBLI provides individualized quotes, and published examples reflect preferred or best-class applicants [62]. One independent review cites sample pricing of $25 to $35 monthly for a healthy 35-year-old male buying a 20-year, $500,000 term policy [63]. That figure is not an obesity quote and should not be used to estimate a high-BMI rate.

Premiums vary by age, sex, health, coverage amount, term length, underwriting class, and payment method [62]. Level-term premiums remain fixed during the selected term. Premiums generally increase substantially if coverage is renewed annually after the level term, and converted permanent coverage will have higher premiums than the original term coverage [62].

On fees, no separate application or conversion fee was identified in the reviewed public materials, and medical-exam or laboratory costs were not clearly stated as a consumer charge [62]. One platform reported no stated application, underwriting, or medical exam costs for obesity cases, and noted that some applications may require attending physician statements depending on age, amount, or health circumstances [65]. Another platform found no public evidence of special obesity-related application fees but could not confirm whether policy fees, rider costs, or payment-mode charges apply without quoting and state review [66]. Optional riders may increase premiums, and rider-specific pricing was not publicly stated [62].

Industry context: overweight applicants pay an average of about 16% more for life insurance than applicants in excellent health, and obese applicants pay about 72% more [67]. Table ratings, if applied, typically add about 25% per table level above Standard [65]. One platform reported that SBLI's Healthy Credits can shave up to two tables, which it characterized as up to a 50% premium reduction for qualifying applicants [68]. That characterization is platform-reported and not confirmed by SBLI consumer materials.

Contract terms: term coverage ends at the end of the selected term unless renewed or converted. Annual renewal is available up to age 85 with increasing premiums. Conversion is generally available before age 70 or the end of the term, whichever comes first, without new medical underwriting, and exact deadlines and eligible permanent products must be confirmed [69]. State-specific policy forms, rider availability, and conversion provisions may differ [69]. One platform noted a standard 30-day grace period for missed premium payments [68].

Best Suited For

Questions This Section Answers

  • Who is SBLI term life actually a good fit for among applicants with elevated BMI?
  • Is SBLI worth considering for a high-BMI applicant who wants no-exam coverage and future conversion rights?

SBLI is best considered for applicants whose BMI falls below the applicable accelerated-underwriting cutoff and whose related health history is otherwise acceptable [70]. It is also reasonable for applicants who want level-premium term coverage in the $100,000 to $5 million range with a choice of 10- to 30-year terms [72].

It fits applicants who value a possible no-exam accelerated pathway, since SBLI states qualifying cases can be approved without a medical exam or APS [74]. It fits applicants who want to preserve a permanent-insurance option later, because term coverage converts without new medical underwriting before age 70 or the end of the term [75]. It fits applicants who want to compare a direct-to-consumer insurer against agent-shopped alternatives [76].

Platforms that rated SBLI a good fit emphasized build-chart leniency and pricing competitiveness for straightforward overweight cases with clean health histories [77]. Those assessments rest on independent review coverage and producer materials, not on SBLI consumer disclosures.

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose SBLI for life insurance for obesity?
  • Is SBLI a poor choice for an applicant with BMI above 42 or multiple obesity-related conditions?

SBLI is probably not the best first choice for applicants with BMI above 42 seeking the fastest online approval route, because the EasyTrak knockout guide identifies BMI above 42 as a possible decline condition for that accelerated product [81]. It is also a weak fit for applicants who need guaranteed-issue or clearly stated acceptance regardless of weight or health history, since SBLI does not offer those products in the supplied evidence [82].

Applicants with multiple obesity-related conditions who need a carrier with clearly published favorable underwriting guidelines for complex impairments should look elsewhere, because SBLI does not publish a consumer underwriting table for diabetes, hypertension, cholesterol, sleep apnea, mobility limitations, or medication use [81]. Applicants who want local agent support may also find SBLI limiting, since it operates a direct-to-consumer model without a local agent network [85].

Applicants seeking permanent or whole life coverage as a primary need face unclear underwriting requirements, because SBLI does not publicly disclose medical exam requirements for whole life policies and sources conflict on whether an exam is required [86].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to SBLI for a buyer with BMI above 42 who needs coverage?
  • When should a high-BMI buyer use a broker instead of applying directly to SBLI?

Another option may be better in several specific situations. If the applicant has BMI above 42 and wants to avoid a likely accelerated-pathway decline, a carrier or independent broker that can document more favorable BMI and comorbidity underwriting before submission is the better route [89]. If the applicant needs guaranteed-issue or simplified-issue coverage with clearly stated health limits, accepting potentially lower coverage and higher premiums, SBLI does not offer that path in the supplied evidence [90].

If the buyer needs lifelong coverage, comparing permanent policies directly is better than relying on term conversion, because converted whole life premiums are higher and SBLI's permanent product line is narrower than competitors' [92]. If the applicant wants a carrier with publicly available impairment-specific underwriting guidance for sleep apnea, diabetes, hypertension, or severe obesity, SBLI's public materials do not provide it [89].

Platforms named specific comparison carriers. Anthropic suggested Prudential, Lincoln Financial, Mutual of Omaha, and John Hancock for applicants with severe obesity, multiple weight-related conditions, or ages 51 and older [94]. Kimi suggested Mutual of Omaha, Gerber Life, and AIG for guaranteed issue, and Prudential, AIG, and Transamerica for table-rated traditional underwriting, and noted that at BMI 40 to 44 SBLI may decline where those carriers may still table-rate [95]. These are platform-reported comparisons, not verified rate quotes.

A broker-assisted comparison across carriers should be used before submitting a formal application, because an application can create underwriting records and SBLI does not publish enough detail to predict the final offer [89].

Questions to Verify Before Buying

Questions This Section Answers

  • What should a high-BMI buyer confirm with SBLI before signing a term life contract?
  • Which SBLI underwriting details must be verified in writing before submitting an application?

At the applicant's exact height, weight, BMI, age, state, and requested face amount, is the case eligible for EasyTrak Digital Term, traditional underwriting, or neither [96]? If BMI is above 42, will SBLI automatically decline, or can traditional underwriting still consider the applicant [96]?

How do blood pressure, diabetes or A1C history, cholesterol, sleep apnea, CPAP adherence, mobility, medications, and recent weight changes affect eligibility and rate class [96]? If accelerated underwriting is unavailable, will SBLI require a paramedical exam, blood tests, records, or an attending physician statement, and who pays associated costs [99]?

What premium class and monthly premium would SBLI offer for the actual health profile, and is the quote conditional on medical-record review [101]? Which term lengths and coverage amounts are available in the applicant's state and at the applicant's age [102]?

What exact conversion deadline applies, which permanent products are available, and are there restrictions on converting a rated policy [103]? What riders are available, what do they cost, and can an obesity-related rating affect rider eligibility [101]?

What are the annual renewal premiums or renewal-rate schedule after the level term ends [102]? What external data sources may be used in accelerated underwriting, and how can inaccurate information be corrected or an adverse decision appealed [104]?

Does the applicant qualify for the Healthy Credits program based on recent wellness exam results and cholesterol and blood pressure readings, and does any comorbidity history disqualify participation [106]?

Final AI Consensus Verdict

SBLI is a mixed fit for Life Insurance for Obesity. Four of seven platforms named it during ranking discovery, at an average listed rank of 3.75 and a best listed rank of 2. Three platforms rated it a good fit and four rated it mixed.

The case for SBLI rests on product mechanics: level term coverage from $100,000 to $5 million, 10- to 30-year terms, an accelerated no-exam pathway for qualifying applicants, and conversion to permanent coverage without new medical underwriting. The case against rests on underwriting opacity and BMI screening. SBLI's producer-facing EasyTrak materials identify BMI above 42 as a possible decline condition, a brokerage checklist states BMI must be 38 or less for straight-through accelerated underwriting, and SBLI publishes no consumer underwriting table for obesity combined with diabetes, hypertension, cholesterol, sleep apnea, or mobility limitations.

SBLI is worth comparing for applicants below the applicable BMI cutoff with limited or well-controlled related conditions who want affordable level-term coverage or future conversion rights. It is less attractive as a first choice for BMI above 42, multiple obesity-related impairments, or anyone needing predictable acceptance. A broker-assisted comparison across carriers should precede a formal application.

How This Review Was Produced

This review evaluates SBLI only for the Life Insurance for Obesity use case. It is not a broad company review. Seven AI platforms were asked which life insurance carriers are generally worth considering for applicants with obesity or significantly elevated BMI, and why. Four platforms named SBLI during the ranking stage: anthropic, grok, kimi, and perplexity. All seven platforms produced fit-research responses for SBLI, and those responses form the evidence base for this review.

Platform fit ratings were: anthropic good, deepseek mixed, google good, grok mixed, kimi good, openai mixed, perplexity mixed. The study research date is 2026-09-22. Platform-reported research dates differ: deepseek reported 2026-06-11 while the other six reported 2026-09-22.

Citations in this review are platform-reported evidence, not independently verified facts. Company-owned sources are identified as owned in the Sources section. Where a claim rests on a platform's assertion without retrieved documentation, it is labeled platform-reported in the body.

Methodology Limitations

Platform mentions count only platforms that named SBLI during ranking discovery, not all platforms that evaluated it. All seven platforms evaluated fit, but only four named SBLI in the ranking stage, so the 57.1% share reflects ranking-stage inclusion rather than evaluation coverage.

Platform-reported research dates differ from the authoritative run date. DeepSeek reported 2026-06-11; the run date is 2026-09-22. Platform-reported dates are provenance metadata and do not independently prove freshness.

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. DeepSeek ran with search disabled, so its claims require explicit verification before being described as current facts.

Conflicting product names, pricing, and capabilities were not resolved by guessing. The BMI 38 versus BMI 42 conflict, the accelerated underwriting age and coverage limit conflict, the simplified-issue availability conflict, and the whole life exam requirement conflict are all described as conflicts with instructions for buyers to verify.

The EasyTrak BMI and knockout documents are producer materials that state they are not for public use, and their applicability to every SBLI term product is unclear. The reviewed materials do not disclose an obesity-specific table of premiums, ratings, postponement periods, or decline rules for related conditions. The research year is 2026, but underwriting rules, product forms, and state availability can change.

Sources

Company-Owned Sources

Independent Sources

Other Sources

  • Additional AI research evidence108 records
    1. AI research evidence record openai:c1
    2. AI research evidence record openai:c2
    3. AI research evidence record anthropic:39-20
    4. AI research evidence record anthropic:39-21
    5. AI research evidence record google:1.1.1
    6. AI research evidence record google:1.1.2
    7. AI research evidence record grok:5
    8. AI research evidence record grok:7
    9. AI research evidence record perplexity:c4
    10. AI research evidence record openai:c3
    11. AI research evidence record openai:c4
    12. AI research evidence record openai:c1
    13. AI research evidence record openai:c2
    14. AI research evidence record perplexity:c6
    15. AI research evidence record perplexity:c3
    16. AI research evidence record perplexity:c1
    17. AI research evidence record anthropic:12-7
    18. AI research evidence record anthropic:12-8
    19. AI research evidence record anthropic:30-18
    20. AI research evidence record anthropic:30-19
    21. AI research evidence record anthropic:10-1
    22. AI research evidence record anthropic:34-2
    23. AI research evidence record perplexity:c2
    24. AI research evidence record deepseek:c2
    25. AI research evidence record openai:c1
    26. AI research evidence record anthropic:1-1
    27. AI research evidence record grok:7
    28. AI research evidence record perplexity:c3
    29. AI research evidence record anthropic:14-13
    30. AI research evidence record anthropic:14-14
    31. AI research evidence record openai:c6
    32. AI research evidence record anthropic:28-4
    33. AI research evidence record openai:c2
    34. AI research evidence record openai:c3
    35. AI research evidence record openai:c4
    36. AI research evidence record perplexity:c4
    37. AI research evidence record grok:5
    38. AI research evidence record grok:7
    39. AI research evidence record google:1.1.1
    40. AI research evidence record google:1.1.2
    41. AI research evidence record openai:c5
    42. AI research evidence record perplexity:c5
    43. AI research evidence record google:2.1.8
    44. AI research evidence record anthropic:31-1
    45. AI research evidence record anthropic:28-1
    46. AI research evidence record anthropic:32-2
    47. AI research evidence record openai:c1
    48. AI research evidence record openai:c2
    49. AI research evidence record perplexity:c6
    50. AI research evidence record anthropic:14-13
    51. AI research evidence record anthropic:14-14
    52. AI research evidence record openai:c5
    53. AI research evidence record openai:c7
    54. AI research evidence record google:2.1.1
    55. AI research evidence record google:3.1.1
    56. AI research evidence record google:3.1.2
    57. AI research evidence record google:3.2.3
    58. AI research evidence record anthropic:3-2
    59. AI research evidence record openai:c6
    60. AI research evidence record anthropic:28-4
    61. AI research evidence record anthropic:28-5
    62. AI research evidence record openai:c1
    63. AI research evidence record anthropic:15-7
    64. AI research evidence record openai:c6
    65. AI research evidence record anthropic:1-1
    66. AI research evidence record perplexity:c1
    67. AI research evidence record kimi:wsj-buyside-2026
    68. AI research evidence record google:2.1.1
    69. AI research evidence record openai:c2
    70. AI research evidence record openai:c3
    71. AI research evidence record perplexity:c4
    72. AI research evidence record openai:c1
    73. AI research evidence record openai:c2
    74. AI research evidence record perplexity:c3
    75. AI research evidence record openai:c6
    76. AI research evidence record deepseek:c1
    77. AI research evidence record anthropic:39-20
    78. AI research evidence record anthropic:39-21
    79. AI research evidence record kimi:mozdex-2026
    80. AI research evidence record google:1.1.1
    81. AI research evidence record openai:c3
    82. AI research evidence record anthropic:28-5
    83. AI research evidence record perplexity:c2
    84. AI research evidence record openai:c5
    85. AI research evidence record anthropic:25-1
    86. AI research evidence record anthropic:28-1
    87. AI research evidence record anthropic:31-1
    88. AI research evidence record anthropic:32-2
    89. AI research evidence record openai:c3
    90. AI research evidence record perplexity:c2
    91. AI research evidence record anthropic:28-5
    92. AI research evidence record openai:c6
    93. AI research evidence record openai:c5
    94. AI research evidence record anthropic:39-20
    95. AI research evidence record kimi:mozdex-2026
    96. AI research evidence record openai:c3
    97. AI research evidence record openai:c4
    98. AI research evidence record perplexity:c5
    99. AI research evidence record anthropic:1-1
    100. AI research evidence record perplexity:c3
    101. AI research evidence record openai:c1
    102. AI research evidence record openai:c2
    103. AI research evidence record openai:c6
    104. AI research evidence record openai:c5
    105. AI research evidence record openai:c7
    106. AI research evidence record google:2.1.1
    107. AI research evidence record google:3.1.1
    108. AI research evidence record google:3.2.3

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
40
Ranking mentions
4 of 7
Platform share
57%
Final consensus rank
#8

Behind the findings

Platforms in this study

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

Source records

20 independent · 18 company-owned · 2 unclear

Evidence support

33 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.

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