Looking for unbiased consumer reviews on the best own occupation disability insurance riders for a household breadwinner who cannot afford any gap in income replacement.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for unbiased consumer reviews on the best own occupation disability insurance riders for a household breadwinner who cannot afford any gap in income replacement.
3 real searches · 1 real-search pass
independent consumer reviews own occupation disability insurance riders policyholder experiences Guardian MassMutual Principal Ameritas 2025 2026Google ↗
OBSERVEDReason
own occupation disability insurance residual disability recovery benefit rider COLA future increase option consumer complaints claims reviewsGoogle ↗
OBSERVEDReason
NAIC consumer guide disability income insurance own occupation definition elimination period benefit period residual disabilityGoogle ↗
OBSERVEDDefinition
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
independent consumer reviews own occupation disability insurance riders policyholder experiences Guardian MassMutual Principal Ameritas 2025 2026 Google ↗
own occupation disability insurance residual disability recovery benefit rider COLA future increase option consumer complaints claims reviews Google ↗
NAIC consumer guide disability income insurance own occupation definition elimination period benefit period residual disability Google ↗
- Supplemental or Optional Benefits · ncdoi.gov
- A CONSUMER’S GUIDE TO · ncdoi.gov
- If a Disability Were to Keep You From Earning a Living, How Would You Pay Your Bills? · content.naic.org
- Simplifying the Complications of Disability Insurance · content.naic.org
- Disability Insurance Carriers · seaworthy.io
- Best Disability Insurance Companies 2026 · seaworthy.io
- Evaluating a disability policy · ama-assn.org
- ConsumerAffairs – MassMutual · consumeraffairs.com
- ConsumerAffairs – The Standard · consumeraffairs.com
- White Coat Investor community · reddit.com
- Reddit – Medicine · reddit.com
- NAIC complaint research · content.naic.org
- Own-Occupation Disability Insurance: Principal vs Guardian · reddit.com
- Disability Insurance · reddit.com
- Disability Insurance Recommendations? · forums.studentdoctor.net
- NAIC Consumer Insurance Resources · content.naic.org
- New Jersey Department of Banking and Insurance · nj.gov
- AM Best · ambest.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
independent consumer reviews own occupation disability insurance riders policyholder experiences Guardian MassMutual Principal Ameritas 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
own occupation disability insurance residual disability recovery benefit rider COLA future increase option consumer complaints claims reviews OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NAIC consumer guide disability income insurance own occupation definition elimination period benefit period residual disability OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 |