Life Insurance
Consensus Index

AI Consensus Fit Review

Lincoln Financial Indexed Universal Life Insurance Fit Review for Business Owners

Lincoln Financial is a good — not conclusively best — fit for business owners seeking indexed universal life insurance.

Research: 2026-09-207 usable platform responsesRead the methodology ↗

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Answer Capsule

Lincoln Financial is a good — not conclusively best — fit for business owners seeking indexed universal life insurance. Four of seven platforms named Lincoln Financial during the ranking stage, and it finished fourth overall with an average listed rank of 4.0. The strongest reason to consider it is a broad IUL lineup spanning accumulation-oriented, protection-oriented, and early-cash-value designs, backed by publicly reported A-tier financial-strength ratings. The main limitation is that Lincoln does not publish a universal premium, charge, cap, or participation-rate schedule, so cost competitiveness cannot be established without a personalized illustration and side-by-side carrier comparison.

Research Snapshot

FieldFinding
Platform mentions in ranking stage4 of 7 platforms (deepseek, google, openai, perplexity)
Share of included platform responses57.1%
Average listed rank4.0
Best listed rank3 (deepseek, openai)
Relevant product/model/planLincoln WealthBuilder IUL; Lincoln WealthBuilder ECV IUL; Lincoln WealthPreserve 2 IUL; Lincoln WealthAccumulate 2 IUL; Lincoln WealthProtector IUL
Overall use-case fitGood, subject to comparison and contract-level verification
Research date2026-09-20

Why Lincoln Financial Qualified for This Study

Questions This Section Answers

  • Is Lincoln Financial a good choice for Indexed Universal Life Insurance for Business Owners?
  • Why did Lincoln Financial qualify for this business-owner IUL study if it did not rank first?

Lincoln Financial qualified because it met the study's carrier criteria — financial establishment, flexible policy design, permanent coverage capacity, and business-relevant policy features — and because four of seven platforms named it during ranking discovery. It was not a unanimous pick: kimi, grok, and anthropic evaluated Lincoln's fit but did not place it in the ranking set used for this study, and the platform that did rank it placed it between third and fifth.

The carrier's principal life-insurance subsidiaries carry publicly reported financial-strength ratings of A (AM Best), A+ (Fitch), A2 (Moody's), and A+ (S&P), and AM Best affirmed an A (Excellent) financial-strength rating with a stable outlook for The Lincoln National Life Insurance Company on March 13, 2026 [1]. Those ratings concern insurer financial strength and claims-paying ability, not policy investment performance or approval of a specific product [1].

Lincoln also maintains one of the larger life-insurance portfolios in the industry, with multiple indexed universal life products positioned for business planning [4]. That breadth is what put it in front of the ranking platforms in the first place.

The Product, Model, Plan, or Service Most Relevant to Indexed Universal Life Insurance for Business Owners

Questions This Section Answers

  • Which Lincoln Financial IUL product is most relevant for a business owner who needs early cash value for premium financing?
  • Which Lincoln Financial IUL should a buyer choose if the priority is a long-term death-benefit guarantee for key-person or succession planning?

The most relevant Lincoln products for this use case are Lincoln WealthBuilder IUL, Lincoln WealthBuilder ECV IUL, Lincoln WealthPreserve 2 IUL, Lincoln WealthAccumulate 2 IUL, and Lincoln WealthProtector IUL. Which one fits depends on whether the owner is optimizing for accumulation, early cash value, or guaranteed death benefit.

Lincoln WealthBuilder IUL launched March 24, 2025 as the first product in Lincoln's Elite Indexed Universal Life Portfolio, which Lincoln describes as intended for individuals, couples, and businesses and as including differentiated volatility-controlled indexed accounts, traditional and uncapped volatility-controlled accounts, and a performance multiplier rider [6]. Lincoln WealthBuilder ECV IUL followed in May 2025, positioned for premium financing and business cases where high early cash value matters for balance-sheet preservation and collateral requirements [8].

Lincoln WealthPreserve 2 IUL is the protection-leaning option, marketed with a guarantee period, five indexed accounts, downside-protection features, and optional chronic-illness protection subject to requirements and limitations [11]. Lincoln WealthAccumulate 2 IUL is positioned as permanent coverage with flexibility for growth, access to cash value, and financial protection for business and loved ones, with six indexed accounts including Fidelity AIM Dividend [14]. Lincoln WealthProtector IUL, launched February 2026, is the newest addition to the Elite IUL Portfolio and is described as protection-first with customizable guarantees and simplified indexed account options [17].

Product naming is not fully consistent across platforms. Some responses referenced "Lincoln WealthAccumulate IUL" without the "2," and one platform noted that product transitions — such as WealthPreserve 2 being joined or replaced by WealthProtector in 2026 — may affect new-sales availability. Buyers should confirm the exact current contract name, version, and state approval before comparing designs.

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree Lincoln Financial offers business owners buying indexed universal life insurance?
  • Is Lincoln Financial considered a financially strong carrier for business-owned IUL?

Platforms broadly agreed on three points: Lincoln has multiple IUL designs, those designs are structurally relevant to business planning, and the carrier's financial-strength profile is solid but not top-tier.

On product breadth, the agreement was strong. Multiple platforms independently identified Lincoln WealthAccumulate 2 IUL, WealthPreserve 2 IUL, and WealthBuilder IUL as the relevant lineup, with WealthBuilder ECV and WealthProtector as newer additions [20]. Lincoln's own business-planning materials describe key person coverage, buy-sell agreement funding, and succession planning as supported use cases, including the mechanics of a business purchasing coverage on a key employee with written consent and receiving a generally income-tax-free death benefit [24].

On financial strength, the agreement was also strong but with an important qualifier. Lincoln National Life holds an AM Best A (Excellent) rating with stable outlook affirmed March 13, 2026, and a Long-Term Issuer Credit Rating of 'a+' [32]. However, AM Best downgraded Lincoln from A+ (Superior) to A (Excellent) in November 2022, driven by balance-sheet concerns related to its variable annuity block and reinsurance concentration, and restored a stable outlook only in February 2025 [35]. Independent commentary describes Lincoln as trending in the right direction while remaining in a capital-rebuild posture [38].

On indexed-account structure, platforms agreed that Lincoln offers multiple indexed accounts with downside protection, including volatility-controlled indices such as S&P 500 Daily Risk Control 10% and S&P 500 Dynamic IntraDay, which Lincoln describes as built to target more consistent risk and support steadier crediting outcomes [40].

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Do AI platforms disagree about whether Lincoln Financial is the best IUL carrier for business owners?
  • Is Lincoln Financial's IUL pricing competitive compared with other carriers for business-owned policies?

Fit ratings diverged sharply. Grok and Google rated Lincoln a "strong" fit; OpenAI, Anthropic, and Perplexity rated it "good"; DeepSeek rated it "mixed"; and Kimi rated it "uncertain." That spread is the single clearest signal in this study: platform agreement here does not establish product quality, and the disagreement tracks how much verifiable public detail each platform could find.

The deepest disagreement concerned pricing transparency. Kimi reported that no Lincoln IUL product guide, illustration, or detailed fee schedule was located in public search results, and concluded that Lincoln's competitive positioning against carriers with disclosed fee schedules — such as Principal and Allianz — could not be verified [43]. OpenAI reached a similar conclusion from a different angle, noting that Lincoln's public product pages describe features but do not provide enough data to rank total charges or expected long-term cash-value performance against competitors [45]. Perplexity flagged that some accessible Lincoln product documents are older or archived-style materials, so current 2026 specifications, riders, and state availability are not fully confirmed [46].

There was also a factual conflict on ratings history. One older source cited by Anthropic stated Lincoln is "rated A+ by AM Best," which contradicts the current rating. Lincoln has held A (Excellent) since the November 2022 downgrade, and A+ is outdated. Buyers should treat any A+ AM Best reference for Lincoln as stale.

Two further uncertainties are worth flagging. First, Lincoln's claim of "some of the longest no-lapse guarantees in the industry" (up to age 121) is not independently verified against competitors, and the definition of "longest" is unclear. Second, the Enhanced Value Rider (LEVR) reportedly offered 85%, 93%, or 100% return-of-premium options, but as of February 2024 only the 85% option remained available on new business [49].

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • What features does Lincoln Financial offer for key-person, buy-sell, and business succession planning with IUL?
  • Does Lincoln Financial offer a change-of-insured or no-lapse rider for business-owned IUL policies?

Lincoln's business-relevant feature set centers on indexed-account flexibility, policy-loan structures, guarantee riders, and business-ownership provisions. The evidence for each varies in strength.

Indexed-account flexibility is well documented. Lincoln WealthPreserve 2 IUL publicly lists five indexed accounts, including S&P 500 and Fidelity AIM Dividend options, with downside protection features described by Lincoln [50]. WealthAccumulate 2 IUL offers six indexed accounts including Fidelity AIM Dividend [51]. WealthBuilder loan documentation lists several indexed accounts, including traditional S&P 500, volatility-controlled S&P 500, and Fidelity AIM Dividend options [52].

Policy-loan flexibility is documented but product-specific. Lincoln's loan form identifies fixed, participating, and indexed loan approaches for certain IUL products and states that WealthBuilder IUL requires a loan-type selection [52]. Loans and withdrawals reduce cash value and death benefit and may cause a policy to lapse; loans are generally not treated as income, and withdrawals and surrenders are tax-free up to cost basis provided the policy is not a modified endowment contract [53].

Guarantee and rider features are documented across several products. WealthPreserve 2 IUL is marketed with a long-term death-benefit guarantee lasting up to 40 years or age 90, whichever comes first, subject to minimum-premium requirements, death-benefit-option restrictions, and maximum issue age limits [50]. WealthProtector IUL features an Extended No-Lapse Rider II for customizable guarantees up to age 100 and a guaranteed Policy Value Bonus for legacy planning [58]. One independent review states that some WealthPreserve designs protect the policy up to age 121, though that claim is not independently verified [59].

Business-ownership provisions include a Change of Insured Rider, which requires business ownership and premium-payor arrangements and allows a business to swap the covered executive under specified rules if a key person leaves [60]. Lincoln also offers an Accelerated Benefits Rider for qualifying critical illness, a Disability Waiver of Monthly Deductions after a six-month elimination period, and a Guaranteed Insurability Rider for specified ages or life events without additional underwriting [61].

Underwriting flexibility is a documented advantage. Lincoln accepts all medical impairments including diabetes, melanoma, hepatitis C, and prostate cancer on WealthAccumulate 2 IUL, and offers enhanced underwriting processes for IUL policies [64]. Minimum face amounts vary by product, generally $100,000 to $250,000 for most policies [66].

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does Lincoln Financial IUL cost per month for a business owner, and what charges apply?
  • Are there surrender charges or cancellation fees on a Lincoln Financial business-owned IUL policy?

No publicly verifiable universal premium or fee schedule was identified for the relevant Lincoln IUL products. Pricing confidence is low across every platform that addressed the question, and this is the single largest evidence gap in the study.

Premiums and economics depend on age, underwriting, face amount, death-benefit option, riders, premium pattern, state, account allocation, and policy assumptions. Known cost components include premiums required to keep coverage in force, cost of insurance and other policy expenses shown in the illustration and contract, potential rider charges, indexed-account spreads or other credited-interest mechanics, loan interest, and possible surrender charges or reduced values on early surrender.

Industry-standard IUL cost ranges cited by one platform — 2% to 4% annually, 5% to 9% early premium loads, and $500 to $2,000 in early policy expense charges declining to $100 to $300 by year 10 — may not reflect exact Lincoln pricing and should be treated as general context, not a Lincoln quote. Another platform noted that IUL fees vary widely by carrier and that cost differences can reach thousands of dollars annually for equivalent coverage, but Lincoln's position in that range is unknown [67].

Lincoln has made documented competitiveness changes. WealthAccumulate 2 IUL received updates effective February 12, 2024, reducing premium loads above a threshold to match loads below it, which improved competitiveness on single and short-pay designs, and increasing maximum indexed loan distributions by an average of 16% versus the prior version [68]. WealthBuilder ECV IUL introduces Early Cash Value Endorsement options that can waive or reduce surrender charges in exchange for altered fee structures, with Options 1 and 2 reportedly eliminating policy surrender charges during the initial surrender charge period entirely [71].

Contract terms to expect: death-benefit guarantees require specified premium funding and policy conditions, and WealthPreserve 2's public guarantee description includes a minimum-premium requirement and eligibility restrictions. Policy loans and withdrawals can reduce cash value and death benefits and may increase lapse risk, with exact treatment being contract-specific. State approval, issue-age limits, underwriting, and product availability may vary.

Best Suited For

Questions This Section Answers

  • Who is Lincoln Financial best suited for among business owners buying indexed universal life insurance?
  • Is Lincoln Financial a good fit for a business owner who wants permanent coverage with cash-value accumulation over 10 or more years?

Lincoln is best suited to business owners who want permanent indexed coverage from an established carrier and are willing to do contract-level comparison work before committing.

The strongest fits, based on platform findings, are: owners prioritizing a financially established carrier and permanent death-benefit capacity; cases needing indexed-account flexibility, policy-loan options, and either accumulation-oriented or guarantee-oriented IUL designs; legacy, estate-liquidity, succession, or other long-duration planning where policy funding can be maintained over time; key-person coverage protecting the business from the loss of critical personnel [72]; buy-sell agreement funding between business partners [73]; premium financing strategies where early cash value access supports collateral requirements [74]; and owners with complex health histories where simplified or enhanced underwriting options apply [75].

One platform summarized the target audience as business owners seeking permanent protection with added flexibility for future liquidity needs [76]. Another framed the fit around owners who want a permanent IUL platform with multiple product versions for protection and accumulation planning, but who do not treat Lincoln as a clear best choice until current pricing, features, and state-specific terms are verified.

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose Lincoln Financial for Indexed Universal Life Insurance for Business Owners?
  • Is Lincoln Financial a poor fit for a business owner who needs immediate cash value or the lowest available IUL charges?

Lincoln is probably not the best fit for several buyer profiles, and the platforms were more consistent on this than on the positive case.

Buyers seeking a simple, low-cost death-benefit-only solution should look at term insurance instead. Buyers seeking guaranteed cash values or guaranteed lifetime coverage without managing lapse risk may fit a guaranteed universal life design better. Buyers choosing primarily on lowest charges, highest illustrated accumulation, or strongest guarantees without comparing current in-force ledgers and competing illustrations should not default to Lincoln.

Owners requiring immediate or aggressive cash value accumulation within the first five years should be cautious, because IUL cost structures are front-loaded and early cash value accumulation is limited unless an early cash value endorsement is used. Buyers who require A+ or higher-rated carriers should note that Lincoln operates at the A (Excellent) tier, one notch below A+ carriers, and that the November 2022 downgrade creates perception risk despite the recovery.

Buyers who need transparent online pricing or simple retail purchase terms are also a poor match, because public materials do not disclose actual policy charges or quotes. Owners whose main requirement is the lowest-cost IUL or the most aggressive cash-value crediting assumptions cannot verify those comparisons from the public materials reviewed. One platform added that buyers seeking the absolute lowest-cost protection-only policies, or those prioritizing variable universal life investment options over indexed accounts, should look elsewhere.

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to Lincoln Financial for a business owner who needs transparent published IUL charges?
  • When should a business owner choose term, whole life, or another carrier instead of Lincoln Financial IUL?

Another option may be better in several specific situations, and the platforms named concrete alternatives.

Use term insurance when the objective is temporary key-person protection or low-cost coverage during a defined business debt or transition period. Term is significantly less expensive than permanent IUL for 10-to-30-year coverage needs. Compare guaranteed universal life when the primary objective is long-duration death-benefit certainty rather than cash-value accumulation. Consider whole life when the buyer prioritizes guaranteed lifetime cash value accumulation without market-exposure limits.

Compare other IUL carriers when the buyer's priority is lower guaranteed charges, stronger no-lapse guarantees, higher planned death benefit, different index-crediting terms, or a more favorable illustrated ledger. One platform specifically recommended comparing carriers with published fee schedules, naming Principal and Allianz as examples whose documentation is more transparent, and suggested obtaining quotes from several insurers given wide fee variation [77]. Another platform suggested comparing carriers with higher illustrated rates or different index options based on specific illustrations.

Consider variable universal life only after accepting direct investment-market exposure and greater investment risk; it may suit buyers prioritizing investment flexibility over indexed downside protection. For buyers who need estate tax-free coverage at death with minimal cash value interest, survivorship whole life or term life may be more efficient. Buyers in very high income brackets seeking maximum tax-deductible retirement contributions may find qualified retirement plans or non-qualified deferred compensation superior.

One geography-specific limitation: The Lincoln National Life Insurance Company is not authorized to solicit business in New York, and while Lincoln Life & Annuity Company of New York handles New York business, product features and riders vary or may not be available there [80].

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with Lincoln Financial before signing an IUL contract?
  • How should a business owner compare a Lincoln Financial IUL illustration against competing carriers?

These verification questions come directly from the platform research and should be answered in writing before any contract is signed.

Which legal insurance company will issue the policy, and is the product approved and available in the owner's state ? What are the guaranteed and current illustrated values at years 10, 20, 30, and later under the proposed premium schedule ? What are the cap rates, participation rates, spreads, floors, bonuses, multiplier costs, and reset or change provisions for each selected indexed account ? What are all premium loads, monthly expense charges, cost-of-insurance charges, rider charges, surrender charges, and loan rates ?

What exact funding is required to maintain any no-lapse or death-benefit guarantee, and what events terminate it ? How do loans and withdrawals affect the death benefit, cash value, guarantee, taxable income, and lapse risk ? Can the policy support the intended business ownership, beneficiary, collateral-assignment, buy-sell, or key-person arrangement ? What underwriting assumptions and policy-owner tax treatment were used, and should independent tax and legal advisers review the structure ?

How does the proposed illustration compare with at least two competing carriers using the same assumptions and face amount ? What compensation or conflicts of interest apply to the selling agent or broker ? If the policy is business-owned and later transferred, how do IRC Section 101(a)(2) transfer-for-value rules affect the income tax treatment of death benefits ? Which Early Cash Value Endorsement schedule — Base, Option 1, or Option 2 — yields the most optimal balance-sheet outcome for the specific premium finance structure ?

Final AI Consensus Verdict

Lincoln Financial is a good, but not conclusively best, fit for business owners seeking indexed universal life insurance. Four of seven platforms named it during ranking discovery, it finished fourth overall, and its fit ratings ranged from "uncertain" to "strong" — a spread that reflects how much verifiable public detail each platform could locate rather than a settled quality judgment.

The case for Lincoln rests on a broad IUL lineup spanning accumulation, protection, and early-cash-value designs, publicly reported A-tier financial-strength ratings with a stable outlook affirmed in March 2026, documented business-planning support for key-person, buy-sell, and succession use cases, and indexed-account and loan flexibility [81]. The case against defaulting to Lincoln rests on the absence of any public premium, charge, cap, or participation-rate schedule, the November 2022 AM Best downgrade and ongoing capital-rebuild posture, and the fact that no platform established Lincoln as the lowest-cost or highest-illustrated option [88].

The practical verdict: Lincoln merits consideration and a place in a multi-carrier comparison, but it should not be selected on brand, ratings, or illustrated upside alone. A competing carrier may be better for a particular owner after comparing guaranteed values, charges, no-lapse terms, rider design, and business-ownership implementation. Buyers who want to see how Lincoln stacks up against the other carriers that cleared this study's ranking threshold can review the full Indexed Universal Life Insurance for Business Owners consensus index.

How This Review Was Produced

This review synthesizes fit-research responses from seven AI platforms — Anthropic, DeepSeek, Google, Grok, Kimi, OpenAI, and Perplexity — each asked which life insurance carriers they would recommend for a business owner considering indexed universal life insurance for key-person protection, buy-sell planning, business succession, legacy planning, or cash-value accumulation. The buyer profile specified a preference for a financially established carrier, flexible policy design, meaningful permanent coverage, competitive charges, and policy features appropriate for business-related planning.

Platforms that named Lincoln Financial during the ranking stage were counted toward the mention total. All seven platforms evaluated Lincoln's fit for this use case, but only four named it during ranking discovery. Fit ratings, strengths, limitations, pricing findings, and verification questions were extracted from each platform's structured response and compared for agreement and conflict.

The study date is 2026-09-20. Platform-reported research dates ranged from 2026-01-15 (DeepSeek) to 2026-09-21 (Anthropic, Google, Grok, Kimi, OpenAI, Perplexity). Those platform dates are provenance metadata and do not independently prove freshness.

Methodology Limitations

Several limitations materially affect how this review should be read.

Citations are platform-reported evidence, not independently verified facts. The supplied URLs were collected from platform responses and were not independently validated by the writer stage. Company-owned citations materially outnumber independent citations in the source set, so Lincoln's own product and business-planning claims should not be described as independently verified.

DeepSeek's response was produced with search disabled, so its findings reflect model knowledge rather than retrieved evidence and require explicit verification before being treated as current facts. Platform-reported research dates differ from the authoritative run date, and one platform's research is roughly eight months older than the rest.

No platform located a public Lincoln IUL premium, charge, cap, participation-rate, or surrender-charge schedule. Pricing confidence is low across the board, and no platform established Lincoln as the cheapest or highest-illustrated option. Product naming is inconsistent across platforms, and some accessible Lincoln product documents are older or archived-style materials that may not reflect current 2026 specifications.

Financial-strength ratings are current as reported in the cited sources but can change, and they apply to the issuing insurer rather than to any specific product feature or investment outcome. IUL outcomes depend on policy charges, credited-interest limits, premium discipline, underwriting, loans, and lapse management; indexed-account participation does not equal direct stock-market investment. Business ownership, buy-sell, tax, estate, and key-person consequences are not resolved by selecting the carrier alone.

Finally, platform agreement on a carrier's fit does not prove product quality. The fit-rating spread in this study — from "uncertain" to "strong" — is itself evidence that the platforms did not converge on a single conclusion.

Sources

Company-Owned Sources

Independent Sources

Other Sources

  • Coming Soon – Lincoln WealthAccumulate® IUL (2019) Index: http://docs.tellusbrokerage.com/documents/LincolnLife_0219.pdf
  • Lincoln WealthBuilderSM ECV IUL fact sheet: https://lincolnfinancial.webdamdb.com/embed/f.php?v=110190135
  • Lincoln WealthPreserve® 2 IUL (2020) Technical Specifications: https://lincolnfinancial.webdamdb.com/embed/f.php?v=8455581
  • For Agent/Broker use only. Not for use with the public. Page 1 of 16: https://theasagroup.com/wp-content/uploads/LincolnLifeLeader08132018complete.pdf
  • WealthAccumulate Indexed Universal Life - Financial Markets Inc: https://www.fmiagent.com/carrier/lincoln-national/wealthaccumulate-iul/
  • Additional AI research evidence90 records
    1. AI research evidence record openai:c1
    2. AI research evidence record openai:c2
    3. AI research evidence record google:3.1.3
    4. AI research evidence record anthropic:16-1
    5. AI research evidence record anthropic:30-2
    6. AI research evidence record openai:c3
    7. AI research evidence record perplexity:c3
    8. AI research evidence record anthropic:9-1
    9. AI research evidence record google:1.1.2
    10. AI research evidence record grok:1
    11. AI research evidence record openai:c4
    12. AI research evidence record anthropic:13-1
    13. AI research evidence record perplexity:c2
    14. AI research evidence record anthropic:10-1
    15. AI research evidence record anthropic:11-1
    16. AI research evidence record anthropic:11-2
    17. AI research evidence record anthropic:3-2
    18. AI research evidence record anthropic:3-3
    19. AI research evidence record grok:5
    20. AI research evidence record openai:c3
    21. AI research evidence record anthropic:11-2
    22. AI research evidence record perplexity:c1
    23. AI research evidence record grok:0
    24. AI research evidence record anthropic:41-4
    25. AI research evidence record anthropic:41-5
    26. AI research evidence record anthropic:41-6
    27. AI research evidence record anthropic:41-7
    28. AI research evidence record anthropic:38-9
    29. AI research evidence record anthropic:39-12
    30. AI research evidence record anthropic:39-13
    31. AI research evidence record anthropic:39-14
    32. AI research evidence record anthropic:19-1
    33. AI research evidence record anthropic:27-2
    34. AI research evidence record openai:c2
    35. AI research evidence record anthropic:24-3
    36. AI research evidence record anthropic:24-4
    37. AI research evidence record anthropic:23-1
    38. AI research evidence record anthropic:24-5
    39. AI research evidence record anthropic:22-11
    40. AI research evidence record anthropic:2-10
    41. AI research evidence record anthropic:2-13
    42. AI research evidence record anthropic:1-4
    43. AI research evidence record kimi:lincoln_entity_brief
    44. AI research evidence record kimi:principal_iul_guide
    45. AI research evidence record openai:c6
    46. AI research evidence record perplexity:c5
    47. AI research evidence record perplexity:c6
    48. AI research evidence record perplexity:c9
    49. AI research evidence record anthropic:10-5
    50. AI research evidence record openai:c4
    51. AI research evidence record anthropic:11-2
    52. AI research evidence record openai:c5
    53. AI research evidence record anthropic:5-6
    54. AI research evidence record anthropic:5-7
    55. AI research evidence record anthropic:5-8
    56. AI research evidence record anthropic:42-2
    57. AI research evidence record google:1.3.1
    58. AI research evidence record anthropic:6-4
    59. AI research evidence record anthropic:8-3
    60. AI research evidence record google:1.3.5
    61. AI research evidence record anthropic:31-2
    62. AI research evidence record anthropic:31-4
    63. AI research evidence record anthropic:31-5
    64. AI research evidence record anthropic:17-1
    65. AI research evidence record anthropic:43-1
    66. AI research evidence record anthropic:30-2
    67. AI research evidence record kimi:checkyour401k
    68. AI research evidence record anthropic:15-5
    69. AI research evidence record anthropic:16-3
    70. AI research evidence record anthropic:16-7
    71. AI research evidence record google:2.1.2
    72. AI research evidence record anthropic:41-4
    73. AI research evidence record anthropic:39-14
    74. AI research evidence record google:1.1.2
    75. AI research evidence record anthropic:17-1
    76. AI research evidence record anthropic:2-1
    77. AI research evidence record kimi:principal_iul_guide
    78. AI research evidence record kimi:allianz_buy_sell
    79. AI research evidence record kimi:checkyour401k
    80. AI research evidence record google:1.1.1
    81. AI research evidence record openai:c1
    82. AI research evidence record openai:c2
    83. AI research evidence record openai:c3
    84. AI research evidence record openai:c4
    85. AI research evidence record openai:c5
    86. AI research evidence record anthropic:41-4
    87. AI research evidence record anthropic:39-14
    88. AI research evidence record openai:c6
    89. AI research evidence record anthropic:24-3
    90. AI research evidence record kimi:lincoln_entity_brief

Verify this research

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

Study date
September 20, 2026
Platforms analyzed
7
Source records
56
Ranking mentions
4 of 7
Platform share
57%
Final consensus rank
#4

Behind the findings

Platforms in this study

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

Source records

24 independent · 25 company-owned · 7 unclear

Evidence support

45 direct · 11 partial

Keep in mind

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

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