Real ChatGPT answer · index seede3bJe7ZCH3AcompleteParenting and family · family financescomparison

Compare the 529 plans offered by Vanguard versus Fidelity for someone who wants tax advantages that benefit a self employed parent in California.

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the 529 plans offered by Vanguard versus Fidelity for someone who wants tax advantages that benefit a self employed parent in California.
4 real searches · 1 real-search pass
Vanguard 529 plan Nevada Vanguard official fees investment options 2026Google ↗
OBSERVEDComparison
Fidelity 529 plans official UNIQUE New Hampshire fees investment options 2026Google ↗
OBSERVEDComparison
California 529 contribution state tax deduction ScholarShare official California tax benefits 2026Google ↗
OBSERVEDComparison
IRS 529 plan contributions self employed business expense gift tax annual exclusion 2026 qualified distributions Roth rolloverGoogle ↗
OBSERVEDReason

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 (4)
Short factOther / navigationalComparison75%ConsequenceReason25%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Vanguard 529 plan Nevada Vanguard official fees investment options 2026 Google ↗
Fidelity 529 plans official UNIQUE New Hampshire fees investment options 2026 Google ↗
California 529 contribution state tax deduction ScholarShare official California tax benefits 2026 Google ↗
IRS 529 plan contributions self employed business expense gift tax annual exclusion 2026 qualified distributions Roth rollover Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard 529 plan Nevada Vanguard official fees investment options 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Fidelity 529 plans official UNIQUE New Hampshire fees investment options 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
California 529 contribution state tax deduction ScholarShare official California tax benefits 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
IRS 529 plan contributions self employed business expense gift tax annual exclusion 2026 qualified distributions Roth rollover
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1