Real ChatGPT answer · index seedeK1hBpoabCMcompleteFinance and banking · budgeting and savingcomparison

Goodbudget envelope system app versus YNAB for a dual-income couple managing variable freelance and salary income.

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Goodbudget envelope system app versus YNAB for a dual-income couple managing variable freelance and salary income.
2 real searches · 1 real-search pass
Goodbudget envelope budgeting app features pricing sync shared household irregular income YNAB comparisonGoogle ↗
OBSERVEDComparison
YNAB official features pricing multiple income streams variable income couples sharing budgetGoogle ↗
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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
Goodbudget envelope budgeting app features pricing sync shared household irregular income YNAB comparison Google ↗
YNAB official features pricing multiple income streams variable income couples sharing budget Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Goodbudget envelope budgeting app features pricing sync shared household irregular income YNAB comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
YNAB official features pricing multiple income streams variable income couples sharing budget
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1