Real ChatGPT answer · index seedIdnoA4FxzHYcompleteEducation · financial aid and scholarshipslocal

How much do local education consultants in Tempe charge to help structure 529 plan withdrawals for maximum tax benefits?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How much do local education consultants in Tempe charge to help structure 529 plan withdrawals for maximum tax benefits?
1 real search · 1 real-search pass
Tempe AZ 529 plan withdrawal tax benefits consultant fees education consultant pricing 2026Google ↗
OBSERVEDComparison

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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Tempe AZ 529 plan withdrawal tax benefits consultant fees education consultant pricing 2026 Google ↗
  1. AZ Tax Advantages · az529.gov
  2. FAQ · az529.gov
  3. Why Open an AZ529 Plan · az529.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Tempe AZ 529 plan withdrawal tax benefits consultant fees education consultant pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1