Published consensus studies
Explore how AI platforms recommend life insurance coverage for specific needs. Each study explains its question, evidence, and limitations.
103 published studies
Symetra leads this 7-platform AI consensus index for accelerated underwriting term life insurance, named by 6 of 7 platforms at an average position of 2.0. Banner Life ties on mentions but ranks second, with Pacific Life and Protective Life as strong alternatives.
Nationwide ranks first in this 7-platform AI consensus index for no-medical-exam term life insurance, named by 5 of 7 platforms at an average listed position of 2.2. Banner Life and Symetra tie at 2.4 average rank.
State Farm leads the 2026 return-of-premium term life insurance consensus, named by all 7 AI platforms studied. Assurity and Illinois Mutual are the strongest alternatives for rider-based or standalone ROP designs.
Penn Mutual is the consensus leader for convertible term life insurance in this 7-platform study, named by 6 of 7 platforms (85.7% share) with an average listed position of 2.17 and a best position of 1. Protective Life and Pacific Life tie on mentions (6 each, 85.7%) and follow at ranks 2 and 3.
Pacific Life is the consensus leader for term life insurance for small business owners, named by all seven AI platforms studied. Protective Life and Banner Life are the strongest alternatives for long level-term durations and business-purpose underwriting.
Banner Life leads this 2026 AI consensus index of term life insurance for mortgage protection, named by all seven platforms studied. Protective Life and Pacific Life also appeared on all seven, with alternatives for long terms, odd mortgage durations, and no-exam underwriting.
Guardian Life is the consensus leader for term life insurance for parents with young children, named by 6 of 7 platforms. Banner Life offers the longest level-term durations, up to 40 years, while Fidelity Life leads on child-rider cost efficiency.
Pacific Life leads the 2026 AI consensus ranking for $2 million-plus term life insurance, followed by Protective Life and Lincoln Financial. The study names ten qualifying carriers and highlights large face amounts, streamlined underwriting, and conversion options.
Pacific Life ranks first in this 7-platform AI consensus index for a healthy nonsmoking 40-year-old seeking $1 million of 20-year term coverage, named by all seven platforms. Banner Life offers the best average listed position and the strongest low-premium case.
Banner Life leads this 7-platform AI consensus index for a healthy nonsmoking 40-year-old seeking $500,000 of 20-year term coverage, named by all 7 platforms and ranked first by six. Protective Life and Pacific Life are the strongest alternatives, and Transamerica leads for built-in living benefits.
A 7-platform AI consensus index named Banner Life the leader for a healthy nonsmoking 40-year-old seeking $250,000 of 20-year term coverage, with Protective Life and Pacific Life as the strongest alternatives. Ten carriers qualified by being named on at least two platforms.
Banner Life ranks first in this 7-platform AI consensus index of term life insurance carriers for a nonsmoking consumer in their 60s with average-to-good health, named by all seven platforms studied. Pacific Life and Protective Life follow, each also named by all seven platforms.
