Life Insurance
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AI Consensus Fit Review

Pan-American Life Insurance Company Whole Life Insurance Fit Review for Policy Loans and Cash Value Access

Pan-American Life Insurance Company is a good, but not conclusively strong, fit for a buyer who wants Whole Life Insurance for Policy Loans and Cash Value Access.

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

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Answer Capsule

Pan-American Life Insurance Company is a good, but not conclusively strong, fit for a buyer who wants Whole Life Insurance for Policy Loans and Cash Value Access. Two of seven platforms named it during the ranking stage (anthropic, kimi), and it finished ninth overall. The strongest reason to consider it is the verified Horizon Value participating whole life design, which pairs guaranteed cash values and non-guaranteed dividends with paid-up additions riders and policy-loan access [1]. The main limitation is transparency: Pan-American does not publish a fixed loan rate, dividend scale, or premium schedule, and platforms disagreed on whether the loan structure uses direct or non-direct recognition [3].

Research Snapshot

FieldFinding
Platform mentions in ranking stage2 of 7 (anthropic, kimi)
Share of included platform responses28.6%
Average listed rank5.0
Best listed rank4 (kimi)
Relevant product/model/planHorizon Value participating whole life with paid-up additions riders (Flexible Premium and/or Single Premium PUA)
Overall use-case fitGood, with material verification requirements
Research date2026-09-20

Why Pan-American Life Insurance Company Qualified for This Study

Questions This Section Answers

  • Is Pan-American Life Insurance Company a good choice for Whole Life Insurance for Policy Loans and Cash Value Access?
  • Why did only two AI platforms name Pan-American Life Insurance Company for whole life cash value access?

Pan-American life insurance Company qualified because it cleared the study's two-mention minimum and because the platforms that named it tied it to a specific, verifiable product rather than a generic brand claim. Anthropic ranked it sixth and kimi ranked it fourth, giving an average listed rank of 5.0 and a best rank of 4. Its final rank across the study was ninth.

Qualification was not unanimous. Five of the seven platforms (openai, deepseek, grok, perplexity, google) evaluated Pan-American's fit but did not name it during ranking discovery, so the 28.6% platform share reflects ranking-stage mentions only, not the total number of platforms that assessed the carrier. This distinction matters: a platform can conclude a carrier is a reasonable fit without placing it on a shortlist.

The entity also qualified on substance. Pan-American markets participating whole life insurance with paid-up additions riders, which is the structural mechanism the buyer's use case depends on [5]. Independent rating evidence supports the "financially established insurer" criterion: AM Best lists an A (Excellent) Financial Strength Rating with a stable outlook for the Pan-American Life rating unit effective December 11, 2025 [6], and Fitch affirmed an A IFS rating with a stable outlook [7].

One qualification note from the identity audit: company-name variants were collapsed onto one canonical brand before the two-mention threshold was applied, and official-site retrieval for panamericanlife.com failed during the run. The matching reported domain was retained for downstream research but remains unverified as an identity signal.

The Product, Model, Plan, or Service Most Relevant to Whole Life Insurance for Policy Loans and Cash Value Access

Questions This Section Answers

  • Which Pan-American Life Insurance Company plan should a buyer choose if they need policy loans and cash value access?
  • Is Pan-American's Horizon Value whole life the same product as the "Whole Life with Paid-Up Additions Rider" named in the rankings?

The most directly relevant verified product is Horizon Value, a participating whole life policy. Pan-American describes it as providing guaranteed cash values, non-guaranteed dividends, policy loans, dividend-value withdrawals, and access to a Flexible Premium Paid-Up Additional Insurance Rider and a Single Premium Paid-Up Additional Insurance Rider [8]. Google's research identified the same product as Horizon Value Participating Whole Life with a Flex Pay Paid-Up Additions (PUA) Rider [10].

A naming conflict must be disclosed. The ranking-stage label used "Pan-American Whole Life with Paid-Up Additions Rider," while the retrieved U.S. materials identify Horizon Value and its PUA riders. Equivalence between the two labels is inferred, not conclusively established, and the exact issuing entity and policy form for a proposed buyer must be confirmed [8]. Pan-American's public materials also use multiple product names and affiliated-company references, including Mutual Trust Life Solutions, which adds to the mapping uncertainty [11].

Product specifications retrieved for Horizon Value show issue ages 0–75, guaranteed level premiums, a guaranteed death benefit, and multiple optional riders, with availability varying by jurisdiction [8]. One platform reported a guaranteed 4% interest rate on cash values alongside guaranteed fixed premiums [14], but that figure comes from a secondary review site rather than a company filing and should be treated as platform-reported.

What the AI Platforms Agreed About

Questions This Section Answers

  • What do AI platforms agree on about Pan-American Life Insurance Company for whole life cash value access?
  • Does Pan-American Life Insurance Company offer policy loans and paid-up additions riders on its whole life policies?

Agreement was strong on structure and mixed on detail. Four platforms (openai, perplexity, google, anthropic) independently described Pan-American's relevant offering as participating whole life with paid-up additions and policy-loan access, and three of those four rated the overall fit "good" (openai, perplexity, google).

The clearest points of agreement:

  • Policy loans exist and are described as a liquidity feature. Pan-American's consumer material describes policy-loan access without a credit check or fixed repayment schedule [15]. The Horizon Value product guide states loans become available after the first policy anniversary and up to the amount of cash surrender value [17].
  • Paid-up additions riders are available. The Horizon Value product guide lists both Flexible Premium and Single Premium Paid-Up Additional Insurance riders [19]. A Pan-American illustration states that dividends directed to paid-up additions purchase level paid-up additional insurance with cash value at least equal to the dividend used, subject to policy terms and non-guaranteed dividend status [20].
  • Outstanding loans reduce policy proceeds. Outstanding policy loans are deducted from cash-surrender value, and if the insured dies before repayment, the amount is deducted from the death benefit [21]. Unpaid billed loan interest is added to the loan balance [22].
  • Financial strength is favorable. AM Best lists an A (Excellent) rating with stable outlook [24], and Fitch affirmed an A IFS rating with a stable outlook [26]. Pan-American's own 2025 materials report A ratings from AM Best and Fitch with stable outlooks [27].

Platform agreement here reflects consistent reading of overlapping company documents. It is not independent proof of product quality, and several of the strongest claims trace back to Pan-American's own materials.

Where the AI Platforms Disagreed or Were Uncertain

Questions This Section Answers

  • Does Pan-American Life Insurance Company use direct or non-direct recognition for dividends on borrowed cash value?
  • What is Pan-American Life Insurance Company's current policy loan interest rate for Horizon Value?

The platforms split on fit rating and disagreed outright on loan recognition. Fit ratings ranged from "good" (openai, anthropic, google, perplexity) to "mixed" (deepseek) to "uncertain" (grok, kimi). That spread is itself the headline finding: the carrier's structural fit is not in dispute, but the verifiable detail is.

Loan recognition structure — direct conflict. Google's research states Pan-American Life uses direct recognition on outstanding loans, meaning dividends on borrowed cash value are adjusted downward. Anthropic reported the opposite framing, describing a non-direct recognition structure in its direct answer while simultaneously flagging that carrier materials are inconsistent on recognition structure [29]. Kimi could not confirm either way [30]. This is an unresolved factual conflict, not a difference of opinion, and it materially affects net cash-value performance for a borrower.

Loan interest rate — conflicting figures. Third-party consumer sites report a 4% fixed loan rate for Infinite Banking purposes, while official product specification sheets state the loan interest rate is variable with a formulaic maximum cap, and policy illustrations show a current rate of 5.00% [31]. The Horizon Value guide states the rate is variable and capped at the greater of the cash-value rate plus 1% or the Moody Corporate Bond Yield Average—Monthly Average Corporates [32]. Anthropic cited an unconfirmed ~5% hypothetical from a secondary source [33]. No platform produced a carrier-published current rate.

Dividend scale — undisclosed. Pan-American does not publicly disclose dividend rates or dividend dollars; one platform estimated roughly 6% gross net of mortality and expense charges, explicitly labeled as an extrapolation from industry context rather than company filings [34].

Pricing — absent. No platform located a public premium schedule, rider cost, or standardized cash-value price for the recommended plan (openai, deepseek, grok, kimi, perplexity all reported low pricing confidence).

Geography. Pan-American Life operates in 49 states and Washington DC and does not sell whole life insurance in New York [35].

Research-date discrepancy. Platform-reported research dates differ from the authoritative run date of 2026-09-20. DeepSeek's response is dated 2026-06-01, roughly three and a half months earlier than the other six platforms, and DeepSeek ran with search disabled. Its findings should be weighted accordingly.

Use-Case-Specific Features and Capabilities

Questions This Section Answers

  • How much cash value does Pan-American Life's Horizon Value whole life build in the first year?
  • How fast can a Pan-American Life policyholder access cash value through a policy loan after paying a premium?

Pan-American's use-case strengths center on early cash-value design and rider flexibility, with two operational frictions worth knowing before purchase.

Early cash-value accumulation. Pan-American states that Horizon Value is designed for early, fast growth of guaranteed cash values and non-guaranteed dividends, and that annual surrender-value increases may exceed annual premiums in early policy years [37]. These are company/product claims; actual results depend on the issued policy, premium design, dividends, and illustration assumptions. One platform reported 85–92% first-year cash value [38], but that figure comes from a secondary review site and is platform-reported, not company-confirmed.

Paid-up additions mechanics. The Flex Pay PUA Rider allows flexible premiums up to a pre-selected maximum of $100,000 per year with a minimum of $100 to scale cash value and purchase paid-up additions [39]. Anthropic reported a minimum of $100/year from one source [38]. The $100,000 maximum is a single-platform figure and should be verified against the buyer's state-specific rider.

Loan access timing. Loans on the base policy are available after the first policy anniversary, up to cash surrender value [40]. Cash value generated by PUA riders can become loan-accessible within 10 business days after new premiums are processed, if available [41]. Google's research found a stricter rule: a 7-business-day waiting period after the home office receives any policy payment—premium or loan repayment—before a new loan request can be processed [42]. Grok reported loan requests processed in about 5 business days for Horizon Value [43]. These timing figures conflict and should be confirmed in the contract.

Loan balance risk. Pan-American educational material states that policy-loan repayment is not required under a formal schedule, but loan interest still applies [44]. The policy-loan request form states that unpaid billed interest is added to the loan balance and warns that insufficient repayment can result in adverse policy consequences [45]. Outstanding loans can negatively impact dividends [47].

Dividend history. Mutual Trust, operating under Pan-American, has paid dividends to participating whole life policyholders for more than 120 consecutive years, with one source dating the streak to 1909 [48]. This is a secondary-source claim about a long history, not a guarantee of future dividends.

Pricing, Fees, Contracts, and Ongoing Costs

Questions This Section Answers

  • How much does Pan-American Life Insurance Company whole life cost per month, and are there setup or cancellation fees?
  • What fees and loan interest charges apply to a Pan-American Life Horizon Value policy with paid-up additions?

No public consumer premium schedule or standardized cash-value price exists for Pan-American's whole life products. Every platform that examined pricing reported low confidence. Premiums depend on age, underwriting class, face amount, payment design, riders, state, and whether paid-up additions are selected [50].

Known cost components, as reported:

Cost itemWhat the evidence showsConfidence
Base whole life premiumGuaranteed and level; amount varies by issue age, health, face amountCompany-stated
PUA rider premiumFlexible; minimum $100/year reported; maximum up to $100,000/year reported by one platformPlatform-reported
PUA load feeNot disclosed for Pan-American specifically; industry range of 4–10% applied by one platformPlatform-reported estimate (anthropic)
Policy loan interestVariable; capped at greater of cash-value rate + 1% or Moody Corporate Bond Yield AverageCompany-stated formula
Surrender chargesHorizon Value guide states none in the retrieved documentCompany-stated
Policy/rider/administrative feesNot identified in the retrieved product summaryUnverified (openai)

Contract terms reported across platforms: guaranteed level premiums payable to age 90 with policy maturity at age 121 [53]; loans available only subject to policy terms and up to cash surrender value [54]; non-forfeiture benefits including term or reduced paid-up insurance if the policy needs change (anthropic); and potential modified endowment contract (MEC) treatment if the funding pattern is too aggressive, which would change loan and withdrawal taxation to last-in/first-out [54].

One platform noted that surrendering a policy within the first few years may trigger surrender charges or affect the tax-favored status of previous loans if the policy becomes a MEC [53]. This conflicts with the "no surrender charges" statement in the retrieved Horizon Value guide and should be resolved in the buyer's own contract.

Best Suited For

Questions This Section Answers

  • Who is Pan-American Life Insurance Company's Horizon Value whole life best suited for?
  • Is Pan-American Life a good fit for a buyer who wants early cash value and flexible paid-up additions funding?

Pan-American is best suited for buyers who want participating whole life with early cash-value accumulation and access through policy loans or dividend withdrawals (openai, perplexity). The platforms converged on several buyer profiles:

  • Buyers who want paid-up additions as an available accumulation strategy and are comfortable with flexible funding [55].
  • Buyers who value guaranteed premiums and guaranteed cash values plus a financially established carrier [55].
  • Infinite Banking Concept practitioners who prioritize early liquidity and premium flexibility and can accept a direct-recognition structure if that is confirmed.
  • Consumers in mid-size premium ranges on long time horizons, per one platform's assessment (anthropic).
  • Policyholders in 49 states and DC, excluding New York [58].

The common thread is a buyer who will use an agent, obtain a personalized illustration, and verify loan mechanics in writing before committing. Pan-American's fit is strongest for buyers who treat the illustration and contract—not marketing pages—as the source of truth.

Probably Not Best Suited For

Questions This Section Answers

  • Who should not choose Pan-American Life Insurance Company for Whole Life Insurance for Policy Loans and Cash Value Access?
  • Is Pan-American Life a bad choice for a buyer who needs a published, guaranteed policy loan rate before applying?

Several buyer profiles are a poor match, and the platforms were consistent on these limits:

  • Buyers who need a publicly disclosed, fixed policy-loan rate or guaranteed participating-loan spread before applying (openai, anthropic, kimi). No platform found a carrier-published current rate.
  • Buyers in New York, where Pan-American does not sell whole life insurance [60].
  • Buyers who need fully transparent online pricing before application (perplexity, deepseek, kimi).
  • Buyers seeking the lowest-cost way to obtain temporary death-benefit coverage. Term insurance is generally more relevant, and whole-life premiums may be materially higher than term premiums for the same initial death benefit (openai).
  • Buyers unwilling to manage the risk that unpaid loan interest reduces policy value and death benefits [62].
  • IBC purists who demand non-direct recognition where loans do not affect dividend payouts.
  • Buyers who prioritize the largest possible carrier scale and balance sheet size relative to the Big Four mutuals (anthropic).
  • Buyers who want explicit PUA catch-up provisions to make up missed contributions in earlier years (anthropic).

One platform also flagged a 6.7% lapse ratio as higher than Big Four mutuals (anthropic). That figure is platform-reported from a secondary source and was not corroborated by any other platform.

When Another Option May Be Better

Questions This Section Answers

  • What is a better alternative to Pan-American Life Insurance Company for a buyer who needs a published policy loan rate?
  • When should a buyer choose a different carrier than Pan-American Life for whole life cash value access?

Another carrier may be better in several specific situations the platforms identified:

  • The buyer requires publicly transparent loan provisions and cash-value access terms before purchase. Carriers with extensive public product documentation reduce uncertainty (deepseek, perplexity).
  • The buyer wants a fully guaranteed non-participating cash-value structure and does not value dividends. Pan-American's MTL Non-Par Whole Life may be more suitable than Horizon Value within the same company family (openai).
  • The buyer prioritizes flexible access with explicit traditional and participating loan options, an overloan-protection rider, or greater policy-design flexibility. Pan-American's Vista Life IUL may warrant comparison, though it carries different policy risks (openai).
  • The buyer needs verified Overloan Protection Benefit with explicit age and duration triggers. Penn Mutual documents this feature, including direct recognition with a 0.65% net differential and Overloan Protection at 99% LTV for age 75+ and year 15+ [64].
  • The buyer wants the absolute largest insurer balance sheet and scale. The Big Four mutuals—MassMutual, Northwestern Mutual, Guardian, and Principal—are the comparison set (anthropic).
  • The buyer can obtain lower loan rates through home equity or other secured financing. Policy loans at 5%–8% may not be optimal [65].
  • The buyer wants a strictly non-direct recognition policy to keep dividend payments unaffected by outstanding loans. MassMutual, Lafayette Life, and New York Life were named as examples (google).

For a broader view of how Pan-American stacks up against the other carriers that cleared this study, see the Whole Life Insurance for Policy Loans and Cash Value Access consensus index. Buyers who want to compare across product categories can also browse the life insurance directory.

Questions to Verify Before Buying

Questions This Section Answers

  • What should a buyer confirm with Pan-American Life Insurance Company before signing a whole life contract?
  • How does a buyer verify Pan-American's loan recognition method and dividend treatment on borrowed cash value?

The platforms collectively produced a verification list. The recurring items, deduplicated across all seven responses:

  1. Policy identity. Is the proposed policy specifically Horizon Value, and which Pan-American entity will issue it? (openai, perplexity)
  2. Loan interest rate. What is the current rate, is it fixed or variable, how is it reset, and what is the maximum rate guarantee? (all platforms)
  3. Recognition structure. Is the policy direct recognition or non-direct recognition, and how are loaned cash values treated for dividend eligibility and calculations? (openai, anthropic, kimi, grok, google)
  4. Maximum loan. What is the maximum loan available in each policy year, after required deductions and any reserve? Industry standard caps loans at roughly 90% of net cash value with a 10% cushion, but Pan-American's specific limit is unverified [67].
  5. Unpaid interest mechanics. How does unpaid loan interest compound, and at what loan-to-value level would lapse or an automatic-premium-loan provision become possible? (openai, kimi)
  6. Illustrations. Request guaranteed and current-assumption illustrations with no loan, a planned loan, unpaid interest, and full repayment (openai, anthropic, kimi).
  7. PUA rider terms. Is the rider flexible-premium, single-premium, or both, and what are its minimums, maximums, loads, and impact on policy guarantees? (openai, anthropic, google)
  8. Tax treatment. What death-benefit, cash-value, dividend, surrender-value, and tax consequences apply to withdrawals versus policy loans, and could the funding pattern trigger MEC status? (openai, perplexity, kimi)
  9. All charges. Are there policy, rider, premium-load, administrative, loan, or withdrawal charges not shown in the public guide? (openai, anthropic, kimi)
  10. State availability. Are the product and every selected rider approved and available in the buyer's state? (openai, deepseek, anthropic)
  11. Issuer ratings. What are the financial-strength ratings of the exact issuing insurer, and are they current on the application date? (openai, kimi)
  12. Lapse and persistency data. What is the documented lapse rate and average policy duration for Horizon Value? (anthropic)

Final AI Consensus Verdict

Pan-American Life Insurance Company is a good fit with material verification requirements for a buyer who wants whole life insurance for policy loans and cash value access. Four of the seven platforms rated the fit "good" (openai, anthropic, google, perplexity), one rated it "mixed" (deepseek), and two rated it "uncertain" (grok, kimi). The split tracks the same fault line throughout the research: the product structure fits the use case, but the loan mechanics, dividend treatment, and pricing are not publicly verifiable.

The verified strengths are real. Horizon Value is a participating whole life policy with guaranteed cash values, non-guaranteed dividends, policy loans, dividend-value withdrawals, and paid-up additions riders [68]. The carrier holds an A (Excellent) AM Best rating with stable outlook and an A Fitch IFS rating with stable outlook [70]. Mutual Trust's reported 120+ year dividend history supports the stability criterion, though it is a secondary-source claim [72].

The unresolved items are equally real. No platform found a carrier-published current loan rate. Platforms directly contradicted each other on direct versus non-direct recognition [73]. Dividend scale is undisclosed. Pricing confidence was low across every platform that examined it. The product name in the ranking stage does not exactly match the product name in the retrieved materials.

The fit should not be upgraded to strong until the buyer confirms the state-specific contract, current variable loan rate, dividend recognition method, PUA economics, charges, and illustrated outcomes under realistic loan usage. Buyers who complete that verification may find a well-matched product. Buyers who need published terms before applying should look at carriers with fuller public disclosure.

How This Review Was Produced

This review evaluates Pan-American Life Insurance Company only for the use case of Whole Life Insurance for Policy Loans and Cash Value Access. It is not a broad company review, and no finding here should be read as a general assessment of Pan-American's other products or lines of business.

Seven AI platforms were queried with the same buyer prompt: a consumer who wants whole life insurance partly because they value access to accumulated cash value through withdrawals or policy loans, subject to policy terms, and who wants strong cash-value accumulation, flexible loan provisions, clear treatment of loan interest and outstanding balances, and a financially established insurer. Each platform returned a fit rating, a relevant product or plan, use-case findings, pricing and terms, limitations, and questions to verify before buying.

Two of the seven platforms named Pan-American during the ranking stage. All seven evaluated its fit. The distinction between ranking-stage mentions and fit evaluations is preserved throughout this review.

Citations in this article are platform-reported evidence, not independently verified facts. Company-owned citations materially outnumber independent citations in the underlying research, so company claims are labeled as such and should not be read as independently confirmed. Where a platform supplied no citation for a factual claim, the claim is labeled platform-reported or unverified.

Methodology Limitations

  • Research date. The authoritative run research date is 2026-09-20. Platform-reported research dates differ: DeepSeek's response is dated 2026-06-01, roughly three and a half months earlier than the other six platforms. Platform-reported dates are provenance metadata and do not independently prove freshness.
  • Search capability. DeepSeek ran with search disabled, so its findings rest on model knowledge rather than retrieved sources. Its "mixed" fit rating should be weighted accordingly.
  • Identity verification. Official-site retrieval for panamericanlife.com failed during the run. The matching reported domain was retained for downstream research but remains unverified as an identity signal. Company-name variants were collapsed onto one canonical brand before the two-mention threshold was applied.
  • Product-name mapping. The ranking-stage label "Pan-American Whole Life with Paid-Up Additions Rider" does not exactly match the retrieved product name Horizon Value. Equivalence is inferred, not conclusively established.
  • Source ownership skew. Company-owned citations materially outnumber independent citations. Do not describe company claims as independently verified.
  • URL validation. The supplied URLs were collected from platform responses and were not independently validated by the writer stage.
  • Unresolved conflicts. Direct versus non-direct recognition, the current loan rate, loan processing timelines, and surrender-charge treatment remain in conflict across platforms. This review describes the conflicts rather than resolving them.
  • Missing data. No public premium schedule, dividend scale, or standardized cash-value comparison was located. Missing research is not evidence of absence.
  • No personal testing. No platform or writer performed personal testing, customer-experience research, or independent verification of policy performance.

Sources

Company-Owned Sources

Independent Sources

Other Sources

  • Betterwealth - Pan-American Infinite Banking 2026: https://betterwealth.com/blogs/pan-american-infinite-banking-2026
  • Mutual Trust Life Insurance Company Review 2026 - Ogletrе Financial: https://ogletreefinancial.com/blog/mutual-trust-life-insurance-company-review-pan-american-life/
  • Pan-American Life Insurance Review - TermLife2Go: https://termlife2go.com/pan-american-life-review/
  • Pan-American Life Insurance Group Review 2026 - InsuredBetter: https://www.insuredbetter.com/insurance-articles/reviews/pan-american-life-company-review/
  • Understanding Paid-Up Additions - Western Southern: https://www.westernsouthern.com/life-insurance/paid-up-additions
  • Pan American Life Webinar 4/27/2026: https://www.youtube.com/watch?v=UD88ChDxlk0
  • Additional AI research evidence73 records
    1. AI research evidence record openai:c1
    2. AI research evidence record perplexity:c3
    3. AI research evidence record anthropic:c18
    4. AI research evidence record kimi:panam-unverified-1
    5. AI research evidence record deepseek:c2
    6. AI research evidence record openai:c6
    7. AI research evidence record perplexity:c1
    8. AI research evidence record openai:c1
    9. AI research evidence record perplexity:c3
    10. AI research evidence record google:10
    11. AI research evidence record google:5
    12. AI research evidence record anthropic:c10
    13. AI research evidence record openai:c2
    14. AI research evidence record anthropic:c15
    15. AI research evidence record openai:c4
    16. AI research evidence record grok:5
    17. AI research evidence record openai:c2
    18. AI research evidence record perplexity:c6
    19. AI research evidence record openai:c1
    20. AI research evidence record openai:c3
    21. AI research evidence record anthropic:c4
    22. AI research evidence record openai:c5
    23. AI research evidence record grok:1
    24. AI research evidence record openai:c6
    25. AI research evidence record perplexity:c14
    26. AI research evidence record perplexity:c1
    27. AI research evidence record openai:c7
    28. AI research evidence record anthropic:c11
    29. AI research evidence record anthropic:c18
    30. AI research evidence record kimi:panam-unverified-1
    31. AI research evidence record google:9
    32. AI research evidence record openai:c2
    33. AI research evidence record anthropic:c6
    34. AI research evidence record anthropic:c16
    35. AI research evidence record anthropic:c7
    36. AI research evidence record anthropic:c17
    37. AI research evidence record openai:c1
    38. AI research evidence record anthropic:c2
    39. AI research evidence record google:10
    40. AI research evidence record openai:c2
    41. AI research evidence record perplexity:c6
    42. AI research evidence record google:2
    43. AI research evidence record grok:3
    44. AI research evidence record openai:c4
    45. AI research evidence record openai:c5
    46. AI research evidence record grok:1
    47. AI research evidence record anthropic:c5
    48. AI research evidence record anthropic:c10
    49. AI research evidence record google:5
    50. AI research evidence record openai:c1
    51. AI research evidence record deepseek:c2
    52. AI research evidence record kimi:panam-unverified-1
    53. AI research evidence record google:8
    54. AI research evidence record perplexity:c6
    55. AI research evidence record openai:c1
    56. AI research evidence record anthropic:c8
    57. AI research evidence record perplexity:c6
    58. AI research evidence record anthropic:c7
    59. AI research evidence record anthropic:c17
    60. AI research evidence record anthropic:c7
    61. AI research evidence record anthropic:c17
    62. AI research evidence record openai:c5
    63. AI research evidence record anthropic:c4
    64. AI research evidence record kimi:pennmutual-loan-guide
    65. AI research evidence record kimi:infinitebanker-guide
    66. AI research evidence record kimi:legalclarity-loan-rates
    67. AI research evidence record kimi:legalclarity-ltvratio
    68. AI research evidence record openai:c1
    69. AI research evidence record perplexity:c3
    70. AI research evidence record openai:c6
    71. AI research evidence record perplexity:c1
    72. AI research evidence record anthropic:c10
    73. AI research evidence record anthropic:c18

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
45
Ranking mentions
2 of 7
Platform share
29%
Final consensus rank
#9

Behind the findings

Platforms in this study

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

Source records

12 independent · 25 company-owned · 8 unclear

Evidence support

30 direct · 3 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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