Real ChatGPT answer · index seed4MlRn4hlgPMcompleteFinance and banking · retirement accountscommercial

What is the cheapest way to automate my retirement investments using Betterment while keeping my expense ratios as low as possible on a tight budget

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the cheapest way to automate my retirement investments using Betterment while keeping my expense ratios as low as possible on a tight budget
2 real searches · 1 real-search pass
Betterment pricing fees digital investing annual fee 2026 ETF expense ratios portfolios IRA officialGoogle ↗
OBSERVEDComparison
Betterment Core portfolio ETF expense ratios management fee minimum balance automatic deposits IRA pricingGoogle ↗
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 (2)
Short factOther / navigationalComparison100%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
Betterment pricing fees digital investing annual fee 2026 ETF expense ratios portfolios IRA official Google ↗
Betterment Core portfolio ETF expense ratios management fee minimum balance automatic deposits IRA pricing Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Betterment pricing fees digital investing annual fee 2026 ETF expense ratios portfolios IRA official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Betterment Core portfolio ETF expense ratios management fee minimum balance automatic deposits IRA pricing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1