Answer Capsule
SBLI Living Legacy Final Expense is a good, but not conclusively best, fit for a nonsmoking buyer age 50–59 seeking about $20,000 of permanent final expense coverage. Two of seven platforms named it during the ranking stage, and six of seven returned a usable fit assessment. The strongest reason to consider it is the Level Benefit Plan's combination of whole-life permanence, level premiums, no medical exam, and a full death benefit from issue. The main limitation is that no platform located a publicly verifiable applicant-specific premium for this buyer profile, and one platform flagged an unconfirmed December 2025 forum reference to a possible operational change at SBLI.
Research Snapshot
| Field | Finding |
|---|---|
| Platform mentions in ranking stage | 2 of 7 platforms (google, perplexity) |
| Share of included platform responses | 28.6% |
| Average listed rank | 3.0 |
| Best listed rank | 2 |
| Relevant product/model/plan | Living Legacy® Final Expense Insurance — Level Benefit Plan |
| Overall use-case fit | Good, subject to quote and policy-form verification |
| Research date | 2026-09-21 |
Why SBLI Living Legacy Final Expense Qualified for This Study
Questions This Section Answers
- Is SBLI Living Legacy Final Expense a good choice for Final Expense Insurance for People in Their 50s?
- How many AI platforms named SBLI Living Legacy Final Expense when ranking carriers for a 50s buyer?
SBLI Living Legacy Final Expense qualified because it was named by two of the seven platforms during ranking discovery and because six of the seven platforms returned a usable fit assessment for this buyer profile. Its average listed rank was 3.0, with a best listed rank of 2 (perplexity). Google listed it at rank 4.
The product matched the study's core criteria on paper. It is whole life insurance, and the Level Benefit Plan is described as offering full benefits from issue, level premiums, no medical exam, and guaranteed non-cancelability while premiums are paid on time [1]. Published product materials show Level Benefit coverage from $2,500 to $35,000, with a stated maximum of $25,000 for Standard Non-Nicotine applicants ages 50–75 and $35,000 for Preferred Non-Nicotine applicants ages 50–75, so the requested $20,000 falls inside the published range [2].
The carrier also publishes financial-strength ratings. SBLI's official ratings page reports A (Excellent) from AM Best and A- (Strong) from S&P [3]. These are indicators of insurer financial strength, not guarantees of future claims payment or individual policy suitability.
Qualification for this study does not mean the product is the best value. No platform located a current public rate table for the exact buyer profile, and one platform raised an unresolved question about SBLI's operational status. This review treats those as open items rather than settled facts.
The Product, Model, Plan, or Service Most Relevant to Final Expense Insurance for People in Their 50s
Questions This Section Answers
- Which SBLI Living Legacy Final Expense plan should a 50s nonsmoker choose for a $20,000 policy with day-one coverage?
- Does SBLI Living Legacy Final Expense Level Benefit Plan pay the full death benefit from the first day?
The relevant plan is the Living Legacy® Final Expense Insurance Level Benefit Plan. Every platform that named a specific plan pointed to the Level Benefit tier.
The Level Benefit Plan is described as paying the full death benefit from the date of issue, with premiums that do not increase and coverage that is guaranteed non-cancelable while premiums are paid on time [4]. The product is simplified issue with an instant decision and no medical exam, and the Level Benefit Plan is available only according to health qualification, with Preferred and Standard classifications [4].
Applicants who do not qualify for Level Benefit may instead receive the Modified Benefit Plan. That plan has reduced benefits during years one and two and a full benefit from year three, subject to stated conditions [4]. One platform reported the Modified Benefit schedule as 105% then 110% of premiums paid in years one and two, with full benefit from year three and full benefit immediately for accidental death [6].
Issue ages are reported as 50–85, which places the target buyer well inside the standard issue range [7]. The product guide lists level premiums payable to age 100 and a $48 annual policy fee [5].
What the AI Platforms Agreed About
Questions This Section Answers
- What do AI platforms agree on about SBLI Living Legacy Final Expense for a 50s nonsmoker seeking $20,000?
- Is SBLI Living Legacy Final Expense permanent coverage with level premiums?
Agreement was strong but not unanimous. Six of seven platforms returned a usable fit assessment, and the shared findings cluster around product structure rather than price.
Platforms agreed the product is permanent whole life coverage intended to remain in force for life if required premiums are paid [8]. They agreed the Level Benefit Plan is simplified issue with no medical exam and an instant or fast decision [8]. They agreed the $20,000 target fits within published coverage ranges [13]. They agreed premiums are level and payable to age 100, with a $48 annual policy fee [13].
Three platforms rated the fit "good" (openai, grok, perplexity). Three rated it "uncertain" (anthropic, deepseek, kimi). No platform rated it poor.
The disagreement was not about what the product is. It was about whether the available evidence is strong enough to recommend it over better-documented competitors.
Where the AI Platforms Disagreed or Were Uncertain
Questions This Section Answers
- Is SBLI Living Legacy Final Expense still operating and accepting new applications in 2026?
- What is SBLI's current AM Best rating, and which legal entity does it apply to?
Three material uncertainties remain unresolved in the supplied research.
Operational status. One platform cited a December 2025 insurance forum thread titled "SBLI bites the dust!" that suggests a possible operational or structural change, but the accessible search excerpt did not contain detailed confirmation of current status, restructuring, or acquisition [16]. This is a single unverified forum reference, not a confirmed event. No other platform raised it. Buyers should verify current company status directly before applying.
Financial-strength rating and legal entity. SBLI's official ratings page reports A (Excellent) from AM Best [17]. A separate AM Best disclosure record found for SBLI USA Life Insurance Company, Inc. reports A- (Excellent) with a stable outlook effective November 5, 2025 [18]. These may be different legal entities and should not be conflated. One platform reported that SBLI's AM Best rating was not confirmed in its search results at all (anthropic). Another reported that the rating was not referenced in its results and should be independently verified (deepseek). One platform cited an A (Excellent) AM Best rating [19].
State availability. The product guide states availability in all states except New York [20]. SBLI's corporate page states licensing in 49 states and the District of Columbia (openai). The exact current product availability should be verified by state.
Pricing. No platform located a publicly verified applicant-specific premium for a nonsmoking person age 50–59 seeking $20,000. One platform found sample rates for $10,000 of coverage: age 50 female Preferred Non-Smoker at $28.92/month and age 50 male at $34.21/month, with the note that $20,000 rates would approximately double [22]. Another platform reported that no public rate data for this product was found at all (deepseek). A third reported that public sources did not provide a trustworthy official premium quote (perplexity).
Use-Case-Specific Features and Capabilities
Questions This Section Answers
- What features does SBLI Living Legacy Final Expense Level Benefit Plan include for a 50s buyer who wants no medical exam?
- Does SBLI Living Legacy Final Expense include funeral planning or document storage services at no extra cost?
The Level Benefit Plan's feature set maps closely to the stated buyer criteria, with one qualification gap.
| Criterion | Finding | Assessment |
|---|---|---|
| Permanent coverage | Whole life; level premiums payable to age 100 | Advantage |
| Reasonable premiums | No verified $20,000 quote; $48 annual policy fee applies | Unclear |
| Straightforward underwriting | Simplified issue, instant decision, no medical exam | Advantage |
| Financially established carrier | A (Excellent) AM Best and A- (Strong) S&P per company page; entity distinction unresolved | Mixed |
| Coverage for life if premiums paid | Guaranteed non-cancelable while premiums are paid on time | Advantage |
Two value-added services are reported as included at no additional cost: the Sequoia Funeral Concierge Plan, described as nationwide funeral planning with 24/7 guidance and discounted pricing, and LegacyShield® online tools for document storage, will creation, and financial account consolidation [24].
Underwriting is based on health questionnaire responses, height and weight, and pharmaceutical records, with a decision reported within approximately 15 minutes in many cases [25]. One platform noted that serious health history can trigger automatic decline under Part A conditions (anthropic).
The available sources do not verify current cash-value, surrender-value, loan, rider, or nonforfeiture details (openai). One platform stated that exact contract cancellation, grace period, and cash-value terms were not fully verified (perplexity).
Pricing, Fees, Contracts, and Ongoing Costs
Questions This Section Answers
- How much does SBLI Living Legacy Final Expense cost per month for $20,000 at age 50–59, and what fees apply?
- What happens to SBLI Living Legacy Final Expense coverage if a premium payment is missed?
Pricing confidence is low across platforms. No platform produced a verified quote for the exact buyer profile.
Known costs from the supplied research:
- Level premiums for the policy term, described in the product guide as payable to age 100 [27].
- A published annual policy fee of $48, modalized for nonannual payment modes [27].
- A monthly modalization factor reported as 0.087 × annual premium [28].
Sample rates found by one platform for $10,000 of coverage, Preferred Non-Smoker: age 50 female $28.92/month ($347/year plus the $48 annual fee); age 50 male $34.21/month ($411/year plus the $48 annual fee). Standard Non-Smoker rates were reported 20–25% higher, and $20,000 rates were described as approximately double the $10,000 figures [31]. These are sample figures from an independent review, not an official SBLI rate table, and they do not cover the full 50–59 age band.
For context, one platform reported competitor benchmark ranges of $45–$70/month for $20,000 of simplified-issue level benefit coverage at ages 50–60 [33]. That benchmark does not apply to SBLI specifically.
Contract terms reported: the Level Benefit Plan is described as guaranteed non-cancelable while premiums are paid on time [34]. The policy may lapse or lose coverage if required premiums are not paid, and grace-period, reinstatement, surrender, and nonforfeiture terms should be reviewed in the actual policy (openai). The cited guide states that outstanding debt can reduce the death benefit (openai). Billing options were reported as immediate with a signed application or aligned with a Social Security payment schedule, with annual, semi-annual, quarterly, and monthly modes [28].
Best Suited For
Questions This Section Answers
- Who is SBLI Living Legacy Final Expense best suited for among 50s nonsmokers seeking $20,000?
- Is SBLI Living Legacy Final Expense a good fit for a healthy 50s applicant who wants to avoid a medical exam?
SBLI Living Legacy Final Expense is best suited for applicants ages 50–59 who prioritize no medical exam and a fast or simplified application process, who are healthy enough to qualify for the Level Benefit Plan and want an immediate full death benefit, and who are seeking approximately $20,000 of permanent final-expense coverage with level premiums (openai).
Platforms also identified as good fits: nonsmokers ages 50–59 in good health seeking $20,000 or less (anthropic), buyers wanting no medical exam and instant approval (anthropic, grok), consumers prioritizing guaranteed level premiums to age 100 (anthropic), buyers comfortable with the $48 annual policy fee on top of premium (anthropic), and buyers who want permanent final expense coverage and can answer health questions but do not want a medical exam (perplexity).
One platform added buyers who already have a positive relationship with SBLI and prefer to consolidate policies (deepseek), and one added buyers who have already obtained a favorable SBLI quote and want a mutual insurance company structure (kimi).
Probably Not Best Suited For
Questions This Section Answers
- Who should not choose SBLI Living Legacy Final Expense for Final Expense Insurance for People in Their 50s?
- Is SBLI Living Legacy Final Expense a poor fit for New York residents or applicants likely to be graded?
Several buyer profiles are poor matches based on the supplied research.
New York residents should look elsewhere if the cited product materials' state-exclusion language remains applicable (openai, anthropic, grok). Buyers who want the lowest possible premium and are willing to undergo more extensive underwriting for traditional whole life or term coverage are also not the target (openai). Applicants whose health history may result in the Modified Benefit Plan rather than the Level Benefit Plan face reduced early death benefits (openai, anthropic, perplexity).
Buyers who need transparent, independently published rates and terms to compare upfront are poorly served, because no platform found a public rate card (deepseek, kimi). Buyers who want a guaranteed-issue policy with no health questions should note that SBLI still requires health questionnaire responses (anthropic). Buyers seeking coverage below the $2,500 minimum cannot use this product (anthropic). Buyers who need firm, source-verified contract details such as exact surrender values, payment-to-age terms, or cancellation rules will not find them in the public sources reviewed (perplexity).
When Another Option May Be Better
Questions This Section Answers
- What is a better alternative to SBLI Living Legacy Final Expense for a 50s buyer who wants the lowest verified premium?
- When should a 50s buyer choose a guaranteed-issue or graded-benefit policy instead of SBLI Living Legacy Final Expense?
A multi-carrier independent quote comparison is better when the buyer's main priority is the lowest premium, because SBLI's current $20,000 premium was not publicly verifiable (openai). A traditionally underwritten whole-life policy may be better for a healthy applicant willing to complete more underwriting if it produces a lower premium or better policy values (openai).
A guaranteed-issue or other graded-benefit policy may be better only when the applicant cannot qualify for SBLI's Level Benefit Plan, while accepting potentially less favorable early death benefits or cost (openai). One platform named Mutual of Omaha Living Promise as a better option for buyers 45–85 who want some of the lowest published rates and day-one full coverage for Level tier applicants, with clear underwriting guidance [35]. Another named Aetna as simpler and more dependable in underwriting despite slightly higher rates, and AIG for buyers who may have health conditions because it offers both simplified-issue and guaranteed-issue products with same-carrier fallback [37].
A graded-benefit competitor may be preferable if SBLI's underwriting class places the buyer in modified benefits and another insurer offers level coverage at a similar price (perplexity). Term life or other permanent life products may be better if the buyer's need is not specifically final expense permanence and beneficiary flexibility (perplexity).
Questions to Verify Before Buying
The platforms converged on a similar verification list. Buyers should confirm:
- The total monthly, quarterly, semiannual, and annual premium for $20,000 at the buyer's exact age, state, sex, nonsmoking status, and disclosed health history (openai, anthropic, perplexity, kimi).
- Whether the quote includes the stated $48 annual policy fee and how that fee is charged under the selected payment mode (openai, anthropic).
- Whether the applicant will receive the Level Benefit Plan or the Modified Benefit Plan, and what exact medical-history answers trigger each classification (openai, anthropic, perplexity, kimi).
- Whether SBLI is currently operating and accepting new applications for Living Legacy Final Expense as of 2026 (anthropic).
- Which legal entity issues the policy and which entity's financial-strength ratings apply (openai, anthropic).
- Whether the product is currently available in the buyer's state, and what state-specific exclusions, riders, or benefit limits apply (openai, perplexity).
- The guaranteed cash values, surrender values, loan interest rate, nonforfeiture options, grace period, reinstatement rules, and lapse consequences (openai, perplexity, kimi).
- Whether any policy loan or outstanding debt reduces the death benefit or cash value, and by how much (openai).
- What happens if the insured reaches age 100 or stops paying after substantial cash value has accumulated (openai).
- Whether free-look, cancellation, refund, or replacement restrictions apply in the buyer's state (openai, kimi).
Final AI Consensus Verdict
SBLI Living Legacy Final Expense is a good, but not conclusively best, fit for a nonsmoking consumer age 50–59 seeking approximately $20,000 of permanent final expense coverage. Three platforms rated the fit good and three rated it uncertain; none rated it poor. The Level Benefit Plan's published features match the requested permanence, level-premium, and simplified-underwriting objectives, and the $20,000 target sits inside the published coverage range.
The verdict is conditional. No platform verified a current applicant-specific premium, so affordability versus competing carriers cannot be established. The $48 annual policy fee and the actual underwriting classification materially affect cost. One platform flagged an unconfirmed December 2025 forum reference to a possible operational change at SBLI that no other platform corroborated and that the accessible excerpt did not detail. Buyers should obtain a current state-specific quote, confirm the issuing legal entity and its ratings, and compare against at least two independently documented carriers before deciding.
How This Review Was Produced
This review was produced from a structured research run dated 2026-09-21 covering seven AI platforms. Each platform was asked which life insurance carriers it would recommend for a nonsmoking consumer age 50–59 with average-to-good health seeking approximately $20,000 of permanent final expense coverage, with reasonable premiums, straightforward underwriting, a financially established carrier, and coverage intended to remain in force for life if required premiums are paid.
Two of the seven platforms named SBLI Living Legacy Final Expense during the ranking stage. Six of the seven returned a usable fit assessment. Platform-reported research dates differ from the authoritative run date: one platform reported 2026-01-15, while the others reported 2026-09-21. Those dates are provenance metadata and do not independently prove freshness.
This review is part of a broader consensus study on Final Expense Insurance for People in Their 50s. Related carrier and product research is filed under the life insurance category directory.
Methodology Limitations
Six of seven included platforms returned a usable fit assessment. The fit findings should not be described as unanimous. Platform mention counts reflect only platforms that named the entity during ranking discovery.
Platform-reported research dates differ from the authoritative run date. 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.
Several material conflicts remain unresolved and were not resolved by guessing: the AM Best rating discrepancy between SBLI's official page and the AM Best disclosure record for a possibly different legal entity; the state-availability discrepancy between the product guide and the corporate licensing page; and the unconfirmed December 2025 forum reference to a possible operational change.
The product materials reviewed were published or crawled before the 2026 research date. Current premiums, underwriting, policy fees, benefit limits, and forms are therefore uncertain. No independent source was located that verifies SBLI Living Legacy's current premiums, claims outcomes, or comparative value for this specific buyer profile. One platform operated without search enabled, so its findings are model-reported rather than retrieved.
Sources
Company-Owned Sources
- Living Legacy® Final Expense Insurance: https://partners.sbli.com/wp-content/uploads/2023/11/23-4312-SBLI-Living-Legacy-Final-Expense-w-FC-Final-1.pdf
- LIVING LEGACY® FINAL EXPENSE INSURANCE (FAQ: https://partners.sbli.com/wp-content/uploads/2025/01/23-4310-Final-Expense-FAQs-Final.pdf
- SBLI Life Insurance Products: https://www.sbli.com
- The Strength Behind SBLI: Understanding Our Ratings and Stability: https://www.sbli.com/about-us/strength-and-ratings
- LIVING LEGACY - FINAL EXPENSE: https://www.sblibrokerage.com/wp-content/uploads/2022/08/22-3014-SBLI-Agent-Guide-for-Final-Expense-wo-FC-v9-1.pdf
- Living Legacy - Final Expense Product Specifics: https://www.sblibrokerage.com/wp-content/uploads/2022/08/22-3014-SBLI-FE-Agent-Guide-Final.pdf
Additional AI research evidence38 records
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record perplexity:2
- AI research evidence record grok:1
- AI research evidence record anthropic:c2
- AI research evidence record openai:c2
- AI research evidence record perplexity:5
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c5
- AI research evidence record openai:c3
- AI research evidence record openai:c4
- AI research evidence record grok:0
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c4
- AI research evidence record grok:7
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c3
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c3
- AI research evidence record grok:1
- AI research evidence record anthropic:c4
- AI research evidence record grok:7
- AI research evidence record kimi:insurancebyheroes_final_expense
- AI research evidence record openai:c1
- AI research evidence record deepseek:c1
- AI research evidence record kimi:theburialinsurance_mutual_of_omaha
- AI research evidence record kimi:asurgo_aig
- AI research evidence record kimi:asurgo_final_expense
Independent Sources
- AIG Life Insurance Review (2026): Is It Still Worth It?: https://asurgo.com/insurance-reviews/aig
- Final Expense Insurance - No Medical Exam | Asurgo: https://asurgo.com/life-insurance/final-expense/
- LIVING LEGACY FINAL EXPENSE INSURANCE PRODUCT SPECIFICS (Agent Guide: https://experiorusa.com/uploads/media/22-4209SBLIAgentGuideforLivingLegacyFinal1.pdf
- Final Expense Insurance Over 50: Rates & Options (2026) - Insurance By Heroes: https://insurancebyheroes.com/burial-insurance/final-expense-insurance-over-50/
- Why SBLI Burial Insurance Is The Best In 2025: https://insuranceforburial.com/blog/sbli-burial-insurance-review/
- A. M. Best Company - AMB Rating Disclosure Report: https://ratings.ambest.com/DisclosurePDF.aspx?AMBNum=6821
- Mutual of Omaha Burial Insurance Review (2026): Living Promise Rates & Verdict: https://theburialinsurance.com/mutual-of-omaha-burial-insurance-review/
- SBLI bites the dust! | Insurance Forums: https://www.insurance-forums.com/community/threads/sbli-bites-the-dust.116849/
- SBLI Life Insurance Review: https://www.investopedia.com/sbli-life-insurance-review-5185629
- SBLI Life Insurance Review 2026: Pros & Cons - NerdWallet: https://www.nerdwallet.com/insurance/life/sbli-life-insurance-review
- SBLI Burial Insurance Review: https://www.pinnaclequote.com/blog/sbli-burial-insurance-review/
Additional AI research evidence38 records
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record perplexity:2
- AI research evidence record grok:1
- AI research evidence record anthropic:c2
- AI research evidence record openai:c2
- AI research evidence record perplexity:5
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c5
- AI research evidence record openai:c3
- AI research evidence record openai:c4
- AI research evidence record grok:0
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c4
- AI research evidence record grok:7
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c3
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c3
- AI research evidence record grok:1
- AI research evidence record anthropic:c4
- AI research evidence record grok:7
- AI research evidence record kimi:insurancebyheroes_final_expense
- AI research evidence record openai:c1
- AI research evidence record deepseek:c1
- AI research evidence record kimi:theburialinsurance_mutual_of_omaha
- AI research evidence record kimi:asurgo_aig
- AI research evidence record kimi:asurgo_final_expense
Other Sources
- SBLI-FE-Agent-Guide.pdf: https://trustworthy.life/wp-content/uploads/2024/04/SBLI-FE-Agent-Guide.pdf
- SBLI Final Expense-Living Legacy: https://www.legacyagent.com/index.php/fr/component/content/article/sbli-final-expense-living-legacy?catid=33&Itemid=
- Is Final Expense Insurance for Cremation Worth It in 2025: https://www.pinnaclequote.com/blog/life-insurance-burial-vs-cremation/
Additional AI research evidence38 records
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record openai:c3
- AI research evidence record openai:c1
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c1
- AI research evidence record openai:c1
- AI research evidence record anthropic:c1
- AI research evidence record perplexity:2
- AI research evidence record grok:1
- AI research evidence record anthropic:c2
- AI research evidence record openai:c2
- AI research evidence record perplexity:5
- AI research evidence record anthropic:c3
- AI research evidence record anthropic:c5
- AI research evidence record openai:c3
- AI research evidence record openai:c4
- AI research evidence record grok:0
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c4
- AI research evidence record grok:7
- AI research evidence record anthropic:c1
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c3
- AI research evidence record openai:c2
- AI research evidence record anthropic:c2
- AI research evidence record anthropic:c3
- AI research evidence record grok:1
- AI research evidence record anthropic:c4
- AI research evidence record grok:7
- AI research evidence record kimi:insurancebyheroes_final_expense
- AI research evidence record openai:c1
- AI research evidence record deepseek:c1
- AI research evidence record kimi:theburialinsurance_mutual_of_omaha
- AI research evidence record kimi:asurgo_aig
- AI research evidence record kimi:asurgo_final_expense
Verify this research
Check when the research was run, which platforms were included, and what supports the findings.
- Study date
- September 21, 2026
- Platforms analyzed
- 7
- Source records
- 20
- Ranking mentions
- 2 of 7
- Platform share
- 29%
- Final consensus rank
- #8
Behind the findings
Platforms in this study
- ChatGPT
- Claude
- DeepSeek
- Grok
- Perplexity
- Kimi
- Gemini
Source records
11 independent · 6 company-owned · 3 unclear
Evidence support
15 direct · 5 partial
Keep in mind
Use the run research_date as the study date. Platform-reported dates are provenance metadata and do not independently prove freshness.
Technical verification details
Use this SHA-256 fingerprint to identify the source snapshot associated with this study.
9f9030c1ddb7bc1c8a25cab97a30fbc8ce08d1030c0d047266eda29bc74765fd