Real ChatGPT answer · index seedGN9vWh1mvEAcompleteFinance and banking · investing and brokeragesbrand
My CPA suggested looking at Vanguard for our corporate retirement plan so how do traditional and Roth IRAs compare for a sole proprietor with fluctuating income
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My CPA suggested looking at Vanguard for our corporate retirement plan so how do traditional and Roth IRAs compare for a sole proprietor with fluctuating income
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 IRS IRA contribution limits traditional Roth income phaseout 2026 self employed Google ↗
Vanguard small business retirement plans individual 401k new plans Ascensus 2026 Vanguard Google ↗
- Publication 590-A (2025), Contributions to Individual Retirement Arrangements (IRAs) · irs.gov
- Which retirement plans allow small businesses to use Vanguard funds? · ascensus.com
- 2026 Roth & Traditional IRA Income & deduction Limits TIAA · tiaa.org
- Ascensus to Acquire Vanguard Individual 401(k), Multi-SEP, and SIMPLE IRA Plans · ascensus.com
- Vanguard Individual 401(k) Retirement Plan · ascensus.com
- Vanguard small-business investment options · investor.vanguard.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 IRS IRA contribution limits traditional Roth income phaseout 2026 self employed OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Vanguard small business retirement plans individual 401k new plans Ascensus 2026 Vanguard OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |