Life Insurance
Consensus Index

AI Consensus Fit Review

Lincoln Financial Life Insurance Fit Review for Cancer Survivors

Lincoln Financial is a mixed fit for Life Insurance for Cancer Survivors.

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

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Answer Capsule

Lincoln Financial is a mixed fit for Life Insurance for Cancer Survivors. Five of seven platforms named it during the ranking stage, and its strongest asset is traditional medical underwriting through Lincoln LifeElements Level Term, which lets survivors document remission status and can produce standard or near-standard offers for breast, prostate, thyroid, testicular, uterine, and cervical cancer histories. The main limitation is Lincoln TermAccel: Lincoln's own published guide lists cancer history within 10 years as disqualifying, so the accelerated path is closed to most survivors. No public source provides a survivor-specific premium, approval rate, or contractual promise of standard rates.

Research Snapshot

FieldValue
Platform mentions in ranking stage5 of 7 platforms
Share of included platform responses71.4%
Average listed rank5.6
Best listed rank2 (Google)
Relevant product/model/planLincoln LifeElements Level Term with traditional underwriting; Lincoln TermAccel Level Term with accelerated underwriting where eligible
Overall use-case fitMixed
Research date2026-09-22

Why Lincoln Financial Qualified for This Study

Questions This Section Answers

  • Is Lincoln Financial a good choice for life insurance for cancer survivors who finished treatment more than 10 years ago?
  • Why did AI platforms rank Lincoln Financial for cancer survivor life insurance instead of a guaranteed-issue carrier?

Lincoln Financial qualified because it was named by five of the seven included platforms during ranking discovery, with an average listed rank of 5.6 and a best rank of 2. It cleared the study's two-mention minimum with room to spare, and it was the only carrier in this review whose own published underwriting materials directly address cancer histories.

The platforms that named Lincoln were Anthropic, Google, Grok, Kimi, and Perplexity. DeepSeek evaluated Lincoln's fit but did not name it in the ranking stage, so its findings appear in the fit analysis without contributing to the mention count.

Qualification was driven by three things the platforms could point to. First, Lincoln publishes a TermAccel underwriting guide that explicitly lists cancer history within 10 years as a disqualifying condition, excluding basal cell or squamous cell carcinoma of the skin [1]. That is unusually specific public documentation for a cancer-related underwriting rule. Second, Lincoln publicly states that it has improved guidelines for prostate and breast cancer and reports aggregate standard-rate outcomes for some applicants with those histories [4]. Third, Lincoln offers a traditional underwriting path through LifeElements Level Term that permits additional medical evidence such as an attending physician statement and higher table ratings [7].

Independent sources also flagged Lincoln for this use case. Policygenius lists Lincoln as a top pick for pre-existing conditions including cancer [8], and Insurance Geek describes Lincoln as excellent for breast cancer survivors with standard rates possible after 3–5 years for early-stage cases [10]. Those are third-party review claims, not verified outcomes.

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

Questions This Section Answers

  • Which Lincoln Financial product should a cancer survivor apply for, LifeElements Level Term or TermAccel?
  • Does Lincoln LifeElements Level Term require a $250,000 minimum face amount for cancer survivors?

The most relevant Lincoln product for a cancer survivor is Lincoln LifeElements Level Term with traditional medical underwriting. TermAccel is the wrong starting point for nearly all survivors.

Lincoln's published TermAccel guide lists cancer history within 10 years, excluding basal cell or squamous cell carcinoma of the skin, among disqualifying conditions [13]. TermAccel is described as a fully electronic process for ages 18 through 60 with face amounts from $100,000 to $1,000,000 and possible lab-free underwriting for qualifying applicants [16]. Those conveniences do not reach survivors with a recent cancer history.

LifeElements Level Term is the pathway Lincoln itself points to for complex medical histories. Lincoln's TermAccel FAQ states that applicants with complex medical histories or likely high table ratings are not ideal TermAccel candidates and should consider LifeElements, which permits additional evidence such as an attending physician statement and higher table ratings [16]. A TermAccel decline may, in limited circumstances, be redirected to LifeElements subject to product requirements [16].

LifeElements Level Term offers 10-, 15-, 20-, or 30-year level-premium periods, a published minimum face amount of $250,000, and conversion to qualifying Lincoln permanent coverage without new underwriting before the earlier of the end of the level-premium period or attained age 70 [19]. The $250,000 floor is a real constraint for survivors who want a smaller policy.

Platforms disagreed on which product label matters most. Google named LifeElements Level Term with traditional medical underwriting as the relevant plan [20]. Kimi and Perplexity listed TermAccel, LifeElements, and permanent options together [21]. OpenAI and Anthropic named both term products plus traditional term and whole life [19]. The practical answer is the same across all of them: the survivor pathway runs through traditional underwriting, not the accelerated one.

What the AI Platforms Agreed About

Questions This Section Answers

  • Do AI platforms agree that Lincoln Financial is worth considering for cancer survivor life insurance?
  • Is Lincoln TermAccel a realistic option for a cancer survivor who finished treatment five years ago?

Platforms agreed on four points, and the agreement was strong rather than unanimous.

First, TermAccel is not a realistic route for most cancer survivors. Lincoln's published guide excludes cancer history within 10 years, and OpenAI, Anthropic, Grok, Google, and Perplexity all cited that exclusion or its practical effect [24].

Second, traditional underwriting is the survivor pathway. OpenAI, Anthropic, Google, and Kimi all described LifeElements or traditional medical underwriting as the route that lets survivors present oncology records and remission status [29].

Third, Lincoln's public cancer underwriting story centers on specific cancer types. Lincoln states it has improved guidelines for prostate and breast cancer and reports aggregate standard-rate outcomes for some applicants with those histories [33]. Google's retrieved Lincoln materials add preferred consideration for prostate, testicular, thyroid, uterine, and cervical cancers [34], and report that on average 54% of Lincoln applicants with a history of breast cancer receive standard rates [35]. Kimi's broker sources point to lymphoma and leukemia remission cases instead [32]. These are company-reported or third-party claims, not verified outcomes.

Fourth, no platform found a survivor-specific price. OpenAI, Anthropic, DeepSeek, Grok, Kimi, and Perplexity all reported that public pricing is illustrative or absent for cancer histories [36].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • How long after cancer treatment does Lincoln Financial consider standard rates, and do the platforms agree?
  • Is Lincoln Financial better for breast cancer survivors or for lymphoma and leukemia survivors?

The platforms disagreed on fit rating, remission timelines, and which cancer types Lincoln handles best.

Fit ratings split. Anthropic, Google, and Kimi rated Lincoln a good fit [42]. OpenAI, DeepSeek, Grok, and Perplexity rated it mixed [45]. That is a three-to-four split, not a consensus.

Remission timelines conflicted. Grok's sources cite 2 years for Stage 1 and 5 years for Stage 2–3 breast or colon cancer, with complete oncology records required [49]. Anthropic and Google cite 3–5 years for early-stage breast cancer [50]. Lincoln's own TermAccel guide uses a flat 10-year exclusion for the accelerated product [45]. These numbers describe different things — accelerated eligibility versus traditional underwriting outcomes — but the platforms did not always separate them.

Cancer-type strengths conflicted. Google's retrieved Lincoln materials emphasize breast, prostate, testicular, thyroid, uterine, and cervical cancers [52]. Kimi's broker sources emphasize lymphoma and leukemia [44]. No platform supplied evidence that Lincoln's advantages extend across all cancer types.

Underwriting outcomes were uncertain across the board. No platform found Lincoln's approval rate for cancer survivors, typical table ratings, or a complete cancer-specific rating schedule [53]. Lincoln's public materials do not disclose how every cancer type, stage, grade, treatment modality, recurrence pattern, or surveillance status is currently treated [45].

One further uncertainty: Lincoln's publicly available TermAccel underwriting guide and FAQ are older producer materials, and their current applicability in 2026 should be confirmed with Lincoln or a licensed agent [54].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • What underwriting features does Lincoln Financial offer that matter most to a cancer survivor?
  • Does Lincoln Financial's table reduction program apply to term life or only permanent coverage?

Lincoln's most useful survivor features are traditional underwriting flexibility, a table reduction program, temporary flat extras, and conversion rights. Each has a qualifier.

Traditional underwriting flexibility. LifeElements permits additional medical evidence such as an attending physician statement and higher table ratings, which is what makes a documented remission case reviewable at all [55]. Independent sources note that full medical underwriting lets survivors demonstrate current good health and produces better outcomes than no-exam policies [56].

Table reduction program. Lincoln's retrieved materials describe a table reduction program that can shave substandard table ratings from Table 3 to standard for permanent life insurance products through age 70 for face amounts up to $10 million [57]. The qualifier matters: the retrieved description ties this to permanent products, not term.

Temporary flat extras. Lincoln uses temporary flat extra charges where mortality risk is higher in earlier years and reduces over time, such as for cancer histories [59]. Independent sources state flat extras usually drop off after 2 to 7 years [60]. Google's retrieved pricing detail describes temporary medical flat extras of roughly $2.00 to $10.00+ per $1,000 of coverage depending on severity and time since treatment, plus substandard table ratings that increase the base premium by 25% per table [59].

Conversion rights. LifeElements may be converted to qualifying Lincoln permanent coverage without new underwriting before the earlier of the end of the level-premium period or attained age 70 [61]. Perplexity's retrieved sources confirm a conversion opportunity but note the conversion window and conditions were not fully verified [62].

Accelerated underwriting, for those who qualify. TermAccel uses Tele-App, motor vehicle records, MIB, and prescription checks, with lab-free consideration and no APS requirement in the underwriting guide for eligible applicants [63]. Lincoln also expanded automated and lab-free underwriting for term, UL, IUL, and VUL to higher face amounts in announced materials [65]. Cancer history within 10 years removes most survivors from this path [66].

Riders. Lincoln offers an Accelerated Benefit Rider, Waiver of Premium Rider, and Children's Term Rider, with availability depending on product, age, health, and state [67]. One independent source describes the Accelerated Benefit Rider as carrying a $300 one-time administrative fee with a 50% death benefit cap up to $250,000 [67]. OpenAI's review of the LifeElements product page describes the accelerated benefits rider as having a one-time charge if exercised, without confirming the $300 figure [61]. Treat the $300 amount as platform-reported.

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does Lincoln Financial cost per month for a cancer survivor, and what policy fees apply?
  • What happens to Lincoln LifeElements premiums after the level-term period ends?

No public source provides a cancer-survivor-specific Lincoln premium. Pricing confidence across platforms was low to moderate, and every platform said the same thing: cost depends on underwriting outcome.

What is documented. LifeElements Level Term carries an annual policy fee of $90 for face amounts below $1,000,000 and $70 for face amounts of $1,000,000 or more [68]. Premiums are level only during the selected 10-, 15-, 20-, or 30-year period; after that, premiums increase annually and the policy face amount may decrease [68]. TermAccel public materials describe individualized premiums but do not provide a verified public premium schedule [69].

What is not documented. Lincoln does not publish a survivor-specific rate table [68]. Third-party reviews show sample premiums for healthy applicants only, and those should not be treated as a quote for a cancer survivor [70]. Kimi's sources cite industry benchmarks suggesting survivors approved at table ratings pay 25%–100% above standard baselines, but that is an industry norm, not a Lincoln rate [73].

Rated outcomes. Google's retrieved pricing detail describes temporary flat extras of roughly $2.00 to $10.00+ per $1,000 of coverage and substandard table ratings that increase the base premium by 25% per table [74]. Those figures are platform-reported and should be verified in an illustration.

Fees and contract terms. Optional riders may add cost, including the children's level term rider and waiver-of-premium rider [68]. Coverage can expire if required premiums are not paid or are insufficient to keep the policy in force [68]. State-specific policy forms and availability apply [68]. DeepSeek's review notes a free-look period that varies by state, typically 10–30 days, and surrender charge schedules on permanent products [76]. Perplexity's retrieved sources found no unusual cancellation fees in publicly verified materials but noted exact policy terms must be confirmed in the contract [77].

Permanent product costs. Lincoln also offers indexed and variable universal life. Variable universal life involves monthly insurance, administrative, premium-load, mortality-and-expense, and asset-management charges, and Lincoln warns that policy value can be lost [78]. These products should not be assumed preferable to term insurance for a cancer survivor without a separately documented permanent-insurance need [78].

Best Suited For

Questions This Section Answers

  • Who is Lincoln Financial actually a good fit for among cancer survivors?
  • Is Lincoln Financial a good choice for a breast cancer survivor three to five years past treatment?

Lincoln is best suited for survivors whose cancer history is old enough, well documented, and compatible with traditional underwriting — and who want at least $250,000 of coverage.

The strongest-fit profiles the platforms identified:

  • Survivors more than 10 years past treatment, subject to current underwriting and the specific cancer history [79].
  • Applicants with breast or prostate cancer histories who want an insurer that publicly describes specialized underwriting approaches for those conditions [80].
  • Survivors of early-stage prostate, testicular, thyroid, uterine, and cervical cancers seeking preferred underwriting consideration [81].
  • Survivors of lymphoma and leukemia in remission with clean oncology records, per broker sources [82].
  • Applicants seeking term coverage with a conversion option to qualifying Lincoln permanent coverage [83].
  • Applicants needing at least $250,000 of traditional LifeElements Level Term coverage [83].
  • Survivors who have been declined or rated poorly elsewhere and need a carrier with complex medical underwriting experience [84].

Anthropic's assessment adds a specific profile: early-stage breast cancer survivors 3–5 years post-treatment with good health outcomes and consistent medical follow-up [85]. Google's retrieved materials support a similar 3–5 year window for early-stage breast cancer [86]. Grok's sources cite 2 years for Stage 1 and 5 years for Stage 2–3 breast or colon cancer [87]. These timelines conflict and none is a Lincoln contractual commitment.

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose Lincoln Financial for life insurance after cancer treatment?
  • Is Lincoln Financial available to cancer survivors who live in New York?

Lincoln is probably not the right carrier for survivors in active treatment, recent diagnoses, advanced disease, or New York.

The clearest exclusions the platforms identified:

  • Applicants with cancer treatment or recurrence within the past 10 years seeking the TermAccel accelerated-underwriting route [88].
  • Applicants currently in active cancer treatment [90].
  • Applicants recently diagnosed, roughly less than 1–2 years post-treatment completion [90].
  • Applicants with advanced, metastatic, or recurrent cancer diagnoses [90].
  • Survivors with significant gaps in post-treatment medical follow-up [90].
  • New York residents, because Lincoln identifies TermAccel and LifeElements Level Term as unavailable in New York [93].
  • Applicants seeking guaranteed-issue or simplified-issue coverage without substantial medical underwriting [88].
  • Applicants needing less than $250,000 under the published LifeElements minimum [97].

Two of these deserve emphasis. The New York exclusion is documented on Lincoln's own consumer term-life page [93]. And Lincoln does not offer guaranteed issue, so a survivor who cannot pass medical underwriting has no fallback within Lincoln [96].

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to Lincoln Financial for a cancer survivor with recent treatment or metastatic disease?
  • When should a cancer survivor choose a guaranteed-issue policy instead of Lincoln Financial?

Another carrier or product type is likely better in five situations the platforms described.

Recent or complex history. Use an impaired-risk life insurance broker or another carrier when the survivor has recent treatment, recurrence, metastatic disease, or a cancer type not clearly addressed by Lincoln's public materials [98]. Kimi's sources point to Prudential as most cancer-friendly for breast, prostate, and thyroid cancers, Banner Life as competitive after 5+ years with no evidence of disease, and Pacific Life for no-exam coverage up to $3 million for qualifying applicants [99].

Guaranteed issue needed. Consider guaranteed-issue or graded-benefit coverage when traditional underwriting produces a decline and the buyer accepts lower limits, exclusions, waiting periods, or higher cost [98]. Kimi's sources note guaranteed-issue policies accept all applicants regardless of health with smaller death benefits, and that AIG (Corebridge) offers guaranteed issue without health questions [100]. Ethos notes guaranteed-issue products carry waiting periods [101].

Smaller coverage needs. Compare carriers directly when the buyer needs coverage below $250,000 or resides in New York [98].

Permanent coverage is the priority. Consider permanent coverage from another carrier when lifetime coverage is the primary need and Lincoln's conversion terms, underwriting result, or cost are unfavorable [98].

Speed is the priority. Lincoln TermAccel may be impossible for a survivor, and other carriers with simplified issue may be faster for those who qualify [102].

Grok's sources add Protective and Prudential as carriers with shorter waiting periods for recent or complex histories [103]. Those are platform-reported comparisons, not verified outcomes.

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with Lincoln Financial before signing a cancer survivor life insurance contract?
  • How can a cancer survivor find out whether Lincoln will rate, postpone, or decline their application?

These questions come from the platforms' own verification lists and should be answered in writing before a formal application.

  1. Does Lincoln currently treat this exact cancer history as eligible for TermAccel, or must the application go through traditional LifeElements underwriting [104]?
  2. How will the cancer type, stage, grade, biomarkers, treatment completion date, recurrence history, current surveillance, and physician records affect the offer [105]?
  3. Will Lincoln require an attending physician statement, oncology records, imaging, pathology, laboratory work, or additional examinations [105]?
  4. What underwriting class, table rating, flat extra, postponement period, or exclusion is being offered, if any [105]?
  5. What is the exact premium including the annual policy fee, rider charges, modal payment charges, and any temporary or permanent rating [106]?
  6. What are the conversion deadline, eligible permanent products, conversion costs, and post-conversion underwriting rules [106]?
  7. Is the selected product and each desired rider available in the buyer's state, particularly New York [107]?
  8. What happens to the premium and face amount after the level-term period, and under what conditions can the policy lapse [106]?
  9. If Lincoln declines the application, can the same file be evaluated for LifeElements or another Lincoln product without a new application or new medical evidence [105]?
  10. Should the buyer use an independent broker to obtain simultaneous informal inquiries from multiple insurers before submitting a formal application [105]?

Anthropic's verification list adds a question worth carrying forward: whether a TermAccel decline creates an MIB record that could affect future applications [108]. Kimi's list adds whether Lincoln's offer compares favorably to simultaneous quotes from Prudential, Banner Life, and Pacific Life for the same history [109].

Final AI Consensus Verdict

Mixed fit, with a clear conditional path. Lincoln Financial is worth considering for cancer survivors who are sufficiently distant from treatment and can qualify through traditional LifeElements underwriting, with potentially relevant underwriting attention to breast and prostate cancer histories [110]. Lincoln TermAccel is generally not a strong route for survivors with cancer within the prior 10 years under the published guide [112].

Three of seven platforms rated Lincoln a good fit; four rated it mixed. That split reflects a real disagreement about how much weight to give Lincoln's documented cancer underwriting programs versus its closed accelerated path and undisclosed survivor pricing.

Because current cancer-specific underwriting rules, ratings, and premiums are not fully public, the buyer should obtain a case-specific prequalification and compare multiple carriers through an impaired-risk-capable broker [112]. No platform found a survivor-specific price, approval rate, or contractual promise of standard rates.

How This Review Was Produced

This review evaluates Lincoln Financial only for the use case of life insurance for cancer survivors. It is not a broad company review.

Seven AI platforms were queried with the same buyer prompt: a consumer previously treated for cancer who now wants life insurance and understands that underwriting may vary by cancer type, stage, grade, treatment, recurrence history, time since treatment ended, current follow-up, age, and overall health. Each platform returned a fit assessment, product identification, pricing and terms, limitations, and verification questions.

Five of the seven platforms named Lincoln Financial during the ranking stage. All seven produced fit findings. Platform fit ratings were: Anthropic good, Google good, Kimi good, OpenAI mixed, DeepSeek mixed, Grok mixed, Perplexity mixed.

Ranking statistics reflect where Lincoln appeared in each platform's ranked list of carriers worth considering. Fit findings reflect each platform's separate assessment of Lincoln for this specific use case. The two are related but not identical.

All citations are platform-reported evidence. No claim in this review was independently verified by the writer. Company-owned sources are Lincoln's own published materials; independent sources are third-party reviews, broker guides, and journalism.

Methodology Limitations

Several limitations apply to every finding in this review.

Platform-reported evidence. Citations are platform-reported and were not independently verified. No-search model claims require explicit verification before being described as current facts. DeepSeek ran without search enabled, so its findings rest on model knowledge rather than retrieved sources [114].

Date discrepancies. The authoritative run research date is 2026-09-22. DeepSeek's platform-reported research date is 2026-01-15, roughly eight months earlier. Platform-reported dates are provenance metadata and do not independently prove freshness.

Stale producer materials. Lincoln's publicly available TermAccel underwriting guide and FAQ are older producer materials, and their current applicability in 2026 should be confirmed with Lincoln or a licensed agent [115].

Aggregate claims are not individual predictions. Lincoln's company-reported cancer underwriting outcomes are aggregate marketing claims and do not predict an individual applicant's approval, rating, or premium [116].

Missing pricing. No public source reviewed provides a cancer-survivor-specific price quote, acceptance rate, or contractual promise of standard rates [118].

Conflicting product labels. The supplied product labels include several Lincoln products. The most directly relevant survivor pathways are LifeElements Level Term and TermAccel, but the exact product available depends on state, age, face amount, and underwriting [120].

Unresolved conflicts. Platforms disagreed on remission timelines, cancer-type strengths, and fit ratings. This review describes those conflicts rather than resolving them.

URL validation. The supplied URLs were collected from platform responses and were not independently validated by the writer stage.

Identity audit notes. Official-site retrieval failed for one or more mentions, and no failed fetch was used as a verified domain key. A product-labeled company mention was merged using matching company-name and supplied-domain signatures.

Sources

Company-Owned Sources

Independent Sources

Other Sources

  • Additional AI research evidence120 records
    1. AI research evidence record openai:c1
    2. AI research evidence record anthropic:11-14
    3. AI research evidence record perplexity:5
    4. AI research evidence record openai:c3
    5. AI research evidence record google:1.1.2
    6. AI research evidence record google:1.1.6
    7. AI research evidence record openai:c2
    8. AI research evidence record anthropic:22-8
    9. AI research evidence record grok:4
    10. AI research evidence record anthropic:6-1
    11. AI research evidence record anthropic:6-6
    12. AI research evidence record google:2.2.9
    13. AI research evidence record openai:c1
    14. AI research evidence record anthropic:11-14
    15. AI research evidence record perplexity:5
    16. AI research evidence record openai:c2
    17. AI research evidence record anthropic:10-1
    18. AI research evidence record perplexity:3
    19. AI research evidence record openai:c4
    20. AI research evidence record google:1.1.2
    21. AI research evidence record kimi:c1
    22. AI research evidence record perplexity:2
    23. AI research evidence record anthropic:26-1
    24. AI research evidence record openai:c1
    25. AI research evidence record anthropic:11-14
    26. AI research evidence record grok:10
    27. AI research evidence record google:1.3.2
    28. AI research evidence record perplexity:5
    29. AI research evidence record openai:c2
    30. AI research evidence record anthropic:35-2
    31. AI research evidence record google:1.3.7
    32. AI research evidence record kimi:c1
    33. AI research evidence record openai:c3
    34. AI research evidence record google:1.1.2
    35. AI research evidence record google:1.1.6
    36. AI research evidence record openai:c4
    37. AI research evidence record anthropic:14-14
    38. AI research evidence record deepseek:c1
    39. AI research evidence record grok:0
    40. AI research evidence record kimi:c6
    41. AI research evidence record perplexity:6
    42. AI research evidence record anthropic:6-1
    43. AI research evidence record google:1.1.6
    44. AI research evidence record kimi:c1
    45. AI research evidence record openai:c1
    46. AI research evidence record deepseek:c1
    47. AI research evidence record grok:10
    48. AI research evidence record perplexity:13
    49. AI research evidence record grok:3
    50. AI research evidence record anthropic:6-6
    51. AI research evidence record google:2.2.9
    52. AI research evidence record google:1.1.2
    53. AI research evidence record anthropic:14-18
    54. AI research evidence record openai:c2
    55. AI research evidence record openai:c2
    56. AI research evidence record anthropic:35-2
    57. AI research evidence record google:1.3.7
    58. AI research evidence record google:2.3.9
    59. AI research evidence record google:2.3.5
    60. AI research evidence record google:2.3.7
    61. AI research evidence record openai:c4
    62. AI research evidence record perplexity:2
    63. AI research evidence record perplexity:3
    64. AI research evidence record perplexity:5
    65. AI research evidence record perplexity:4
    66. AI research evidence record openai:c1
    67. AI research evidence record anthropic:17-1
    68. AI research evidence record openai:c4
    69. AI research evidence record openai:c2
    70. AI research evidence record perplexity:6
    71. AI research evidence record perplexity:14
    72. AI research evidence record perplexity:15
    73. AI research evidence record kimi:c6
    74. AI research evidence record google:2.3.5
    75. AI research evidence record google:2.3.7
    76. AI research evidence record deepseek:c1
    77. AI research evidence record perplexity:2
    78. AI research evidence record openai:c6
    79. AI research evidence record openai:c1
    80. AI research evidence record openai:c3
    81. AI research evidence record google:1.1.2
    82. AI research evidence record kimi:c1
    83. AI research evidence record openai:c4
    84. AI research evidence record anthropic:22-8
    85. AI research evidence record anthropic:6-6
    86. AI research evidence record google:2.2.9
    87. AI research evidence record grok:3
    88. AI research evidence record openai:c1
    89. AI research evidence record grok:10
    90. AI research evidence record anthropic:6-1
    91. AI research evidence record kimi:c6
    92. AI research evidence record google:1.3.2
    93. AI research evidence record openai:c5
    94. AI research evidence record anthropic:26-1
    95. AI research evidence record perplexity:2
    96. AI research evidence record kimi:c5
    97. AI research evidence record openai:c4
    98. AI research evidence record openai:c1
    99. AI research evidence record kimi:c3
    100. AI research evidence record kimi:c5
    101. AI research evidence record kimi:c6
    102. AI research evidence record anthropic:6-1
    103. AI research evidence record grok:0
    104. AI research evidence record openai:c1
    105. AI research evidence record openai:c2
    106. AI research evidence record openai:c4
    107. AI research evidence record openai:c5
    108. AI research evidence record anthropic:6-1
    109. AI research evidence record kimi:c3
    110. AI research evidence record openai:c3
    111. AI research evidence record google:1.1.6
    112. AI research evidence record openai:c1
    113. AI research evidence record grok:10
    114. AI research evidence record deepseek:c1
    115. AI research evidence record openai:c2
    116. AI research evidence record openai:c3
    117. AI research evidence record google:1.1.6
    118. AI research evidence record openai:c4
    119. AI research evidence record perplexity:6
    120. AI research evidence record openai:c1

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
5 of 7
Platform share
71%
Final consensus rank
#5

Behind the findings

Platforms in this study

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

Source records

24 independent · 15 company-owned · 1 unclear

Evidence support

24 direct · 6 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

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