Life Insurance Consensus Index is a commercial research publication owned and operated by 3D Chess Media, LLC, a Nevada limited liability company. Affiliate arrangements, referrals, advertising, sponsorships, data licensing, and research services may support our work. Those relationships do not purchase recommendation votes, ranking positions, or favorable historical results.
Research results come first
Our preferred process begins with a consumer situation and standardized research prompt. We collect AI responses, extract recommendations, calculate consensus, verify material insurance facts, and develop editorial analysis with human review where applicable. The ranking should exist before affiliate economics are considered.
Each platform’s recommendation is recorded under the published methodology. If three of seven platforms recommend a carrier, a commercial agreement cannot turn that result into seven of seven. Compensation, conversion rates, exclusive promotions, and business importance are not inputs into recommendation counts, positions, Consensus Scores, or study and category rankings.
A carrier with no commercial relationship can rank first, receive detailed coverage, and lead a category. A commercial partner can rank poorly, fail to qualify for detailed analysis, lose position in later studies, or receive critical discussion. Starting, declining, or ending a business relationship should not change those standards or rewrite historical results.
Choosing questions without choosing winners
Consumer demand, search interest, purchase intent, and commercial value may influence the topics we prioritize. They should not determine which carrier wins. Open recommendation prompts describe the consumer situation and allow platforms to generate their own recommendations, rather than steering them toward a preferred partner.
We may also publish clearly identified research about a particular brand. Its scope should be apparent to readers, and it should not be presented as an open-market ranking. Providers, readers, advertisers, and other parties may suggest useful questions without determining the resulting data.
Advertising, sponsorship, and licensing
Advertising and paid placements should be distinguishable from research tables, rankings, editorial analysis, earned badges, and carrier performance data. Labels such as “Advertisement,” “Sponsored,” or “Paid Placement” should make the relationship clear. A commercial button or prominent promotion does not create an earned research award.
Sponsored work should disclose the sponsor’s involvement, including funding, topic suggestions, supplied data, interviews, or factual review where applicable. A sponsor may help define a question or scope, but cannot purchase the recommendation count, calculation, or reported outcome. Custom research that differs from the standard public methodology should explain that difference.
If we offer licensed badges or awards, the research designation must be earned before any licensing agreement. A company buying a dataset, report, or badge does not gain the right to alter the findings. Declining to license or advertise should not reduce a carrier’s research visibility or standing.
Editorial judgment remains independent
Our editorial team may question an AI consensus when verified information shows that it relies on outdated facts, missing underwriting context, or misleading assumptions. Those judgments should be supported by research, verifiable information, relevant industry context, and transparent reasoning.
Verification and interpretation remain distinct from recommendation measurement. Favorable product features or financial-strength information do not add an AI vote, and an unfavorable finding does not erase a recommendation that actually occurred. The article should explain any gap between consensus and current practical fit.
The same principle applies to presentation. Layout, badges, and calls to action should respect the research hierarchy. A lower-ranked commercial partner should not receive treatment that makes readers reasonably believe it won the study, and a non-affiliate leader should not be hidden or artificially diminished.
The reviewer’s role
Applicable content may be reviewed by Chris Huntley, Life Insurance Expert & Editorial Reviewer. His work concerns terminology, policy descriptions, underwriting, eligibility, pricing, and practical limitations. He may request additional context without changing recommendation counts or selecting commercial winners.
Chris is a former licensed life insurance professional and is not currently licensed to sell insurance. He does not sell policies or provide individualized insurance recommendations through this site. His editorial role draws on prior insurance, underwriting, business, and publishing experience and should remain independent of commercial relationships.
Evidence governs corrections
Carriers and readers can submit credible evidence of factual or research-processing errors without paying, advertising, or becoming an affiliate. Incorrect counts, duplicate entities, misidentified products, or calculation errors may warrant correction. Dissatisfaction with a ranking or competitor’s inclusion does not establish an error.
Historical research remains intact unless a genuine error is identified. New research can show a different winner without making the previous snapshot invalid, and commercial changes do not justify altering past findings.
What independence means here
Our use of “independent” means that commercial relationships do not purchase the underlying research outcome. The publication can earn revenue, editors can exercise judgment, and sources or AI systems can have their own limitations. Those realities make clear disclosures and a separation between research and commercial data necessary.
Revenue can support platform access, data collection, verification, editorial review, publishing, historical tracking, and site maintenance. Our policies are designed to keep that support from becoming an input into the ranking system.
Life Insurance Consensus Index provides general research and educational information. Insurers determine actual eligibility, underwriting, pricing, availability, and policy terms, and readers may need advice from appropriately qualified professionals for individual decisions.