What LLMs cite
Best direct-to-consumer life insurance for young families
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across Gemini, ChatGPT, Perplexity, and Claude. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Ladder Life
Leads across all key metrics
AI engines mentioning
3 of 4
Ladder Life appears in 3 of 4 AI engines
#1 recommendations
1
Ladder Life was the #1 recommendation once.
AI answer share
75%
Ladder Life appears in 75% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated November 3, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | Ladder Life Claim your company | 3 of 4 | 1 | 75% |
| 2 | Haven Life Claim | 2 of 4 | 2 | 50% |
| 3 | Bestow Claim | 3 of 4 | 0 | 75% |
| 4 | Fabric by Gerber Life Claim | 2 of 4 | 0 | 50% |
| 5 | Fabric Claim | 1 of 4 | 0 | 25% |
| 6 | Ethos Life Claim | 2 of 4 | 0 | 50% |
| 7 | Policygenius Claim | 3 of 4 | 0 | 75% |
| 8 | Ethos Claim | 1 of 4 | 0 | 25% |
What Each AI Recommended
Recent answer snapshots by engine.
Gemini
- 1. Ladder Life
- 2. Fabric by Gerber Life
- 3. Bestow
- 4. Ethos Life
- 5. Policygenius
- 6. Lemonade
+3 more in this answer
Perplexity
Claude
- 1. Haven Life
- 2. Ladder Life
- 3. Bestow
- 4. Ethos Life
- 5. Fabric by Gerber Life
- 6. Policygenius
+15 more in this answer
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- bestow.com Bestow Life Insurance - No Medical Exam Required
- dayforward.com Dayforward Life Insurance - Income Replacement for Families
- ethoslife.com Ethos Life Insurance - Simple & Affordable
- ladderlife.com Ladder Life Insurance - Flexible Term Life
- lemonade.com Lemonade Life Insurance - Digital-First Coverage
- meetfabric.com Fabric by Gerber Life - Family Financial Planning
- policygenius.com Policygenius - Life Insurance Marketplace
- sproutt.com Sproutt Life Insurance - Wellness-Based Coverage
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Ladder Life currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Ladder Life currently leads this conversation.
- #1 Ladder Life 75%
- #2 Haven Life 50%
- #3 Bestow 75%
- #4
- #5 Fabric 25%
- #6 Ethos Life 50%
- #7 Policygenius 75%
- #8 Ethos 25%
Get ahead of the competition
Defend this answer before competitors close the gap.
Multiple businesses already appear in this answer set. Claim your company, improve your visibility, and compete for the recommendations students and institutions will actually see.
Leading in AI is an advantage — keeping it is the strategy.
Turn current visibility into durable pipeline with GEOGrow.
We work with one premium provider per service category and market.
How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 4 independent AI observations.
- Question tested
- Best direct-to-consumer life insurance for young families
- Market
- United States
- AI engines
- Gemini, ChatGPT, Perplexity, and Claude
- Research date
- November 3, 2026