I just graduated college and started my first job as a software engineer, what are the best individual supplemental disability insurance policies available for someone in their early twenties with student loans
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I just graduated college and started my first job as a software engineer, what are the best individual supplemental disability insurance policies available for someone in their early twenties with student loans
3 real searches · 1 real-search pass
best individual long term disability insurance companies 2026 own occupation young professionals Guardian Principal MassMutual AmeritasGoogle ↗
OBSERVEDComparison
individual disability insurance student loan protection rider student loan repayment benefit policies USGoogle ↗
OBSERVEDReason
California individual disability insurance own occupation state availability Guardian Principal MassMutual AmeritasGoogle ↗
OBSERVEDOther / navigational
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
best individual long term disability insurance companies 2026 own occupation young professionals Guardian Principal MassMutual Ameritas Google ↗
individual disability insurance student loan protection rider student loan repayment benefit policies US Google ↗
California individual disability insurance own occupation state availability Guardian Principal MassMutual Ameritas Google ↗
- Best Disability Insurance Companies 2026 · seaworthy.io
- Own-Occupation Definitions Compared Across the Top Carriers · seaworthy.io
- Best Disability Insurance Companies Of 2026 · forbes.com
- 22798.pdf · standard.com
- Student Loan DI Rider is Important for Young Professionals · diservices.com
- Student Loan – Insuring Income | Term Life Insurance Quotes · insuringincome.com
- DImadeEasy · dimadeeasy.com
- Individual Disability Income Insurance · guardianlife.com
- A Workers' Most Valuable Asset · content.naic.org
- A CONSUMER’S GUIDE TO · ncdoi.gov
- Am I Eligible for Disability Insurance Benefits? · edd.ca.gov
- Disability Insurance · edd.ca.gov
- Disability Income (DI) - Series 700 and California · principal.com
- Breeze · breeze.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best individual long term disability insurance companies 2026 own occupation young professionals Guardian Principal MassMutual Ameritas OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
individual disability insurance student loan protection rider student loan repayment benefit policies US OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
California individual disability insurance own occupation state availability Guardian Principal MassMutual Ameritas OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |